{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Basic Well Log Interpretation\n",
    "\n",
    "\n",
    "The data used is available at this location: http://certmapper.cr.usgs.gov/data/PubArchives/OF00-200/WELLS/WALAKPA1/LAS/WA1LAS.HTM. <br>\n",
    "The Walakpa1 Well is part of the USGS Open File Report 00-200 public dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 1. Read the data\n",
    "\n",
    "\n",
    "Import data from text file into a pandas Dataframe called: \"data\".<br>\n",
    "Null data (-999.00000) will be replace by numpy.nan and M__DEPTH changed with DEPT (much common abrevation in las files)</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data=pd.read_table('WA1.txt', delim_whitespace=True, index_col='M__DEPTH')\n",
    "\n",
    "data=data.replace('-999.00000',np.nan)\n",
    "\n",
    "data=data.rename(columns=({'M__DEPTH':'DEPT'}))\n",
    "data['DEPT']=data.index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Add formation tops & depth from the Geologic Report to lists\n",
    " http://certmapper.cr.usgs.gov/data/PubArchives/OF00-200/WELLS/WALAKPA1/PDF/WA1PDF.HTM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tops = ('Torok','Pebble SH','Walakpa SS', 'J-Klingak','Barrow SS','Klingak SH','T-Sag River SS', 'Shublik','Basement')\n",
    "tops_depths=(100,1701,2071,2087,2990, 3102,3224,3258,3633)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.  Display the logs\n",
    "\n",
    "A triple-combo display will be created in matplotlib in order to visualize the curves.\n",
    "The template will be incorporated into the <i>triple combo_plot</i> function dependent on the selection of top and bottom depths of the graph.\n",
    "\n",
    "The triple combo display will consist in:\n",
    "- First track: GR, SP, CALI\n",
    "- Second track: Resistivities\n",
    "- Third Track: Density, Sonic and Neutronic\n",
    "\n",
    "In the next code lines, we will set the template."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Create the figure and subplots\n",
    "def triple_combo_plot(top_depth,bottom_depth):\n",
    "    \n",
    "    logs=data[(data.DEPT >= top_depth) & (data.DEPT <= bottom_depth)]\n",
    "    fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(12,10), sharey=True)\n",
    "    fig.suptitle(\"Well Composite\", fontsize=22)\n",
    "    fig.subplots_adjust(top=0.75,wspace=0.1)\n",
    "\n",
    "#General setting for all axis\n",
    "    for axes in ax:\n",
    "        axes.set_ylim (top_depth,bottom_depth)\n",
    "        axes.invert_yaxis()\n",
    "        axes.yaxis.grid(True)\n",
    "        axes.get_xaxis().set_visible(False) \n",
    "        for (i,j) in zip(tops_depths,tops):\n",
    "            if ((i>=top_depth) and (i<=bottom_depth)):\n",
    "                axes.axhline(y=i, linewidth=0.5, color='black')\n",
    "                axes.text(0.1, i ,j, horizontalalignment='center',verticalalignment='center')\n",
    "    \n",
    "        \n",
    "#1st track: GR, CALI, SP track\n",
    "    \n",
    "    ax01=ax[0].twiny()\n",
    "    ax01.set_xlim(-100,10)\n",
    "    ax01.spines['top'].set_position(('outward',0))\n",
    "    ax01.set_xlabel(\"SP [mV]\")\n",
    "    ax01.plot(logs.SP, logs.DEPT, label='SP[mV]', color='blue')\n",
    "    ax01.set_xlabel('SP[mV]',color='blue')    \n",
    "    ax01.tick_params(axis='x', colors='blue')\n",
    "    ax01.grid(True)\n",
    "    \n",
    "    ax02=ax[0].twiny()\n",
    "    ax02.set_xlim(6,36)\n",
    "    ax02.plot(logs.CALI, logs.DEPT, '--', label='CALN[in]', color='black') \n",
    "    ax02.spines['top'].set_position(('outward',40))\n",
    "    ax02.set_xlabel('CALI[in]',color='black')    \n",
    "    ax02.tick_params(axis='x', colors='black')\n",
    "    \n",
    "    ax03=ax[0].twiny()\n",
    "    ax03.set_xlim(0,150)\n",
    "    ax03.plot(logs.GR, logs.DEPT, label='GR[api]', color='green') \n",
    "    ax03.spines['top'].set_position(('outward',80))\n",
    "    ax03.set_xlabel('GR[api]',color='green')    \n",
    "    ax03.tick_params(axis='x', colors='green')\n",
    "    \n",
    "#2nd track: Resistivities\n",
    "\n",
    "    ax11=ax[1].twiny()\n",
    "    ax11.set_xlim(0.1,100)\n",
    "    ax11.set_xscale('log')\n",
    "    ax11.grid(True)\n",
    "    ax11.spines['top'].set_position(('outward',80))\n",
    "    ax11.set_xlabel('ILD[m.ohm]', color='red')\n",
    "    ax11.plot(logs.ILD, logs.DEPT, label='ILD[m.ohm]', color='red')\n",
    "    ax11.tick_params(axis='x', colors='red')    \n",
    "    \n",
    "    ax12=ax[1].twiny()\n",
    "    ax12.set_xlim(0.1,100)\n",
    "    ax12.set_xscale('log')\n",
    "    ax12.plot(logs.ILM, logs.DEPT, label='ILM[m.ohm]', color='purple') \n",
    "    ax12.spines['top'].set_position(('outward',40))\n",
    "    ax12.set_xlabel('ILM[m.ohm]', color='purple')    \n",
    "    ax12.tick_params(axis='x', colors='purple')\n",
    "    \n",
    "    ax13=ax[1].twiny()\n",
    "    ax13.set_xlim(0.1,100)\n",
    "    ax13.set_xscale('log')\n",
    "    ax13.plot(logs.LL8, logs.DEPT, '--',label='LL8[m.ohm]', color='black') \n",
    "    ax13.spines['top'].set_position(('outward',0))\n",
    "    ax13.set_xlabel('LL8[m.ohm]',color='black')\n",
    "    ax13.tick_params(axis='x', colors='black')\n",
    "\n",
    "\n",
    "#3rd track: DT, RHOB, NPHI track\n",
    "    \n",
    "    ax21=ax[2].twiny()\n",
    "    ax21.grid(True)\n",
    "    ax21.set_xlim(140,40)\n",
    "    ax21.spines['top'].set_position(('outward',0))\n",
    "    ax21.set_xlabel('DT[us/ft]')\n",
    "    ax21.plot(logs.DT, logs.DEPT, label='DT[us/ft]', color='blue')\n",
    "    ax21.set_xlabel('DT[us/ft]', color='blue')    \n",
    "    ax21.tick_params(axis='x', colors='blue')\n",
    "    \n",
    "    ax22=ax[2].twiny()\n",
    "    ax22.set_xlim(-15,45)\n",
    "    ax22.invert_xaxis()\n",
    "    ax22.plot(logs.NPHI, logs.DEPT, label='NPHI[%]', color='green') \n",
    "    ax22.spines['top'].set_position(('outward',40))\n",
    "    ax22.set_xlabel('NPHI[%]', color='green')    \n",
    "    ax22.tick_params(axis='x', colors='green')\n",
    "    \n",
    "    ax23=ax[2].twiny()\n",
    "    ax23.set_xlim(1.95,2.95)\n",
    "    ax23.plot(logs.RHOB, logs.DEPT ,label='RHOB[g/cc]', color='red') \n",
    "    ax23.spines['top'].set_position(('outward',80))\n",
    "    ax23.set_xlabel('RHOB[g/cc]',color='red')\n",
    "    ax23.tick_params(axis='x', colors='red')\n",
    "    \n",
    "    #plt.savefig ('triple_combo_plot.png', dpi=200, format='png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " - Display the logs for the whole well"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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x7JxzzjnnXIWa8g6Dzjk30KVKFyWWjEyVjgFuSCzZoWj5ZcDHgVGJJYtj2s+A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v0y3KWQlF1ITbVPsurGjYvvQ61gdxTl2cEU5r8TGxtLy5YtefTRR/n000/dRi5XUpBcWaYsNl3Y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4cC699NJQ3z127BiqqjJz5kw+++wzvF4vkiSRkJCALMvk5OQQFxeH2+1m2rRp/Pjjj6xcuRK7\n3U5SUhKZmZlomobP5yMvL4/4+HhiYmK4/PLLy/TNpKQkvv32W/bv30+vXr2YPn06ULZfZmVlcfvt\nt6MoSliucZBw/t8aFR2kIgPFq6F6NFSfmZe9OkrAQBKAIUJLRPGEKYOSvJBACKTiMvMbOBzJP0mi\nO6r4jVAqrguBIhuaXy2Zeh5KEgQ/pQupeFmyTVBSR9NUiorcdT7t4axnLF+H1g0kVDTkcnMUdvTt\nyydXXlnn41RGXfolVNs3n45IUrj26mvYtOkHjh8/hoxEXn4ufc7uTX5+HkcOH+aqq65E6Abbtm0l\nJSWF2JhoCk6exO2OYNTIUXzzzSokAbGxMfh8Xtq1a0t0ZBTZWVnEx8Vx4EAKuq4R4XQRExON3Wbj\nyOHDBPx+DMMgOjqKcwYOxG63cSAlBZuikpDQg/RDaWRnnUCIADFRMSQldUcSgkDAT25eHnnZufi8\nXvr06Y0kyUDxb04UD6XL21cU5wcczsGm6eiyjCZL/G7Nnnr/f2qDjozayAYabrdpnyNJAsP4Fodj\nFKqqEReXwxVXfILdHqimhcalpdwb6/S8bKLB828xPwOPBoYCscDHmDeCN4Ev33rrLZYtW8bChQuR\nZTmkbZowYQJLliwhPz+ft99+m2XLloXWO3XqRGRkJMuWLWP48OHk5+fz5JNPctttt9GrVy/uuece\n1q9fz8aNG9m6dSvPPPMM//nPfxg4cCDHjx/nk08+ISEhgYsvvphhw4ZhGAZPP/008+bNIzIykrS0\nNNLS0vjoo4/Iz8+nW7du5OdXfPHv378/77zzDoMGDQLgwRUP8vS6EhWj2+YmMSqRNu42yJKMIYwy\nSTf0CmVltouy270+L6pNrfG+ALIkV5qCE+yq3C4rpOamAnDb4Ntwqk4+3PkhBf4C7Iqdu4bfxS2D\nbkEIwdYftjL1UvPlIiUFnnrKjKKnKObyhRdO/TuJiDAVQaU1v5Jk7luf5PMl43ZfVO92apNsNoiP\nN1NiIlx1FbjdZb+MN7Wf55r0S6fTybRp00L9slu3IWkcGwAAIABJREFUbkyfPp23336b/Px8AoFA\nqF8uXLiQ2NhYWrVqxcKFC5k1axaGYWC328nMzCQlJQWbzUaHDh0YM2YMzz//PKNGjeLqq68mMTGR\nN954gxMnTpCSkoLX62XatGnMmzePX375hd27d5fpm06nk5UrV/LSSy/Rs2fPGvXLcNFSJsU0CEeP\nsrrDdaQbiUiKjORwYItQyVI12kdGm+MdQyAMczLt9kNx1bfZBJw9/Wyu+eyaBj9OXb1tVNM3L4+K\nimL+/PkVnplaW42C68oZRBe/lKiqihbQkJCw2+18+paPSfvre4bNk99OAk0GXTKXmgy6DNoPd6AZ\nEWi6C02PQNddaPohdH0QmuZGD0SbqXgqrQcXBURiIOPFiR97Gfd5paMbrlwJLhc4nSVLVS37XKjp\n80ytxEagJdx3WoKM0EK8bQBIkjQQ+AzYL4QYV1y2CXPOQj8ga8KECWRnZzNx4kQOHDjAO++8Q/fu\n3cnKyqKoqIiHH36YDRs2kJ2dzdatW0OfgVu3bs2MGTN44403SEpKIjs7m3PPPZft27fTrl07fvjh\nB3r06MFll13G66+/TlJSEsePH0eWZcaMGcPixYs5dOgQMTExtGnThhkzZpCcnMyuXbuw2+3cfPPN\nyLJMSkoKX331Fb/97W/Zt28f3bt3R5ZlCgoKWLBgAbNnz8btrrt2pCERdfwzMM05drGLFdKKGh1r\nupiOjEw66QxhCK1pHdJQ11puASAhRMtLmqbg8bjweFx89935oXMaOnQD48cvR1HCq8Goo+a52n6p\nKApDhgwp0y9HjBhBTk4Oe/bs4c4772Tfvn2hvvu3v/2NQCDALbfcwn//+18URWHYsGEkJyczbtw4\n+vfvz8svv8zJkyeZMGEC+/btIzMzk6lTp7Jp0yZSUlK4++672bNnDx9++CGxsbEoikJsbCwzZszg\n66+/ZufOnbRp04ZrrrmG1NTUFtsvWyIOrxftSXvIs0B5LmIVkluw5+yeCNk040CSSn1sMk0tkIMf\noYJ5CZRgPQlDBmQJIQGKjJDNumYqXV/CKG5TyBJCKU6ShKFIGKqCUGRzjBMc6zSin996aJ5P1Tfb\n2+12xowZU+GZ2eHcDmRMyDDPsZoPLgs/gamnUN5WN1Ko7qxqOtIo3Y4NGwCGJCFkGUOS0BUZXZYx\nZDMvG4J2WXk1bL15cDIykn/ef39Ti2FRTEvSPMtANvC8EOKx4rI3geFCiD6SJIn777+fl156CcMw\nuP766/nyyy+ZPXs2gwcP5oorruDIkSOoqsqUKVPYsGEDM2fOZPXq1aiqyrJlyzjvvPOYMmUKmqax\nZcsWJEli7NixrFq1ioMHDxIdHc2vf/1rYmJi2L17NwcOHODbb79l4MCBBLVrixYtYtWqVcybN4/d\nu3ezePFiEhISiImJwe1288ILLzBo0CDuv/9+lixZgsvlAuDBBx/kuuuuq/oCtHDS89N5cMWDACiy\ngiqrpms4qTgvK8zfOL9Gbc2fOB+7YsereTlacJTbhtxG19iuDSh901NUBNOmwYpy7x9z5pja+XBQ\nR81ztf3S7XYTGxtLVlYWbrebtm3bMn78eDp27MgjjzxChw4d+PLLL5k1axaFhYXs2rWLs846i1df\nfZVZs2Zhs9m4//77WbduHVu3buXRRx9l7ty5REdHk5OTQ1paGnPmzGHu3Lk8++yzPP/887jdbo4d\nO0b79u158cUXEUIwb948Vq1axSOPPMJbb71FVlYWSUlJxMfHn7H9siEpPFZI1tZD5GzaT872Q+Tu\nyyIno4icbEGRXyWGPOLshcTGQlxbOxHtY3DEu+k9QEWaMQM6dWrqU2gW1EPzXGXfBHpHRkYye/bs\nCs/MW2ffip6k89S/nuK5+c9RpBfx2kuvcWDPAUZfNJo9+/aAHY4PMiNJxuqxRMREkJmTia7oKJIC\nGhi6gSxkIlwRKLKCHtDRAzqeIg9OuxMZmdiYWPJz8unTuw+HMw7jLfKSfSIbu2pHVczJ2/379Scm\nJoYdO3dw7NgxJJtEQUKJZvyuYXfRLa4bsiQza9aLuHf+Eo7LXoH8KTPYvteOX1PQhUz7TgoCmR+3\nymTlKWW0yeUDtAjMz6d+3VzvdbaMYpex2WVsdgmbzYwXZLebGueYGIiwBeiw8m1k3Y/NqSI/9Q+Y\nNKlBzs2i9rQYzXN1VBaMYd68eURFRXHffffx8ssv8/LLL7N69Wqio6ND/mUPHjzIlClT+Omnn0Kf\njtesWUN6ejpTpkyhf//+HD16lOTkZLZs2YLb7Wbs2LEMGDCAF154gSFDhvDaa68xaNAgbrnlFlJT\nU0OD56ioKOx2OwsWLOCrr76iffv2VUjf+DTHTyNvbX2LTzZ8QkK7BHSh49W8fLTzo2r3e2nSS9x+\n7u0NKltzuF67d0Pv3mXLXnklmdtuuygs7TdUMIaoqKgKJhF16ZubN2/mhWK7nXPOOYekpCTmz5/P\neeedV6e+OWLECG6//fYm6ZvN4ffUUBzZcoQvbvmC3P0naH3yAHEuH7EdIojrEk1c73bEDepG1LBe\nyEndzZFCMafzNakPDdUvS0dKrwnqbpUZ18wg4AmwfPFyxl0xjowDGXQ61Im/zvsrUfYobrjmBgb2\nG1ivZ2bpfnnyH/+gZ3W2emEiI6IHsy/+BUky5396vbD6FB5RO3eG8ePNekuWJBMRcVEF0wpFgc8/\nhz59GuUUqqUl9LGWICO0HD/Pp0SSpGpn89x+++1kZmZy2WWX8dVXX1XpO/bw4cOhbcFlZGQkDz/8\nMMOGDSM+Pp6zzz47NAP/scce48orryQ+Pp4xY8aE/MUG6devH8888wyTJ09mxYoVxMfH1+dUWyzB\niH5ezYsn4DGXmqfM+uzFs/HrfjhafXu779iNXbHTLa5bwwvfDFi61HSjG2TQIDNK7po1TSZSjXFU\nE4K5pn2zNME6iYmJde6bo0aNsvpmmBFCsGDwAiJaRzDs1gG4nl2Mo2cvnAO6YmvXCuF2kp+jUfTd\nftSfDqNEulBjInC0ioLs7JJJChbNggu4gNytuTz15FNMnzadW5+8lWOZx9iQvoF7R9zL0hNL2SXt\nIt+XT6G/EI/DQzbZ6NE6sx+czaALBxEXG8dZSWdhi7GR48lhztw5XH7t5cTHxnPxRRdzIPUApRVf\npfvl4w88QM9OncxPbOFg0iTyilRWfqOgFYf50VAJYEMrUpmw5E4zX1w2plQ+UC4fSLNR9Kq5PsG5\nh5nX5yPbVWS7imRXUYrzecsVNiSbecWhotgVc6lKqMUBhdRIJxFndyY2tnJbZYvTg2aneS627doa\nDrkkSWLEiBGsX7++THlhYSFutxtd15k+fTqzZs0Kec2wqJwtR7YweMHgerXRs1XPUHQ+CYlZg2Zx\n/6gzx+7rrbfg5ptL1tu1g7594eOPy/p/DgcNpeEaPnw433//fTibLYPVN5sXhzcdJjU5FV+uB+/W\n3fiO5eHLLiRQ6EcLgK4JNB28AYVcX0Rov8f4MyxaBNb/rgyNoXk+r/N5tI5oXekE9OBk82CZLnR0\nQy9TXj6vG2YyMMuOFRxDSPV/Pos/Fc8E1zTTz9qmTeYLV9eu5qhT00DXzVTTfHHKzgygewMownRB\naPgDiICG8AUQgQCFOQEW/1cLDp1RKcm3jtGIjwpwTvriep2fEw9eUXlETovmRYs325AkaTbwe6Bv\nfeUSQiDLMuvWrWPkyJFlts2ZM4eVK1fi8/kYN24czz33XL2OdSYghGD3id0IBIqkIBCMfmM02Z7s\nGrcx/ezpuGwuItQIXDYXQghyfbm0drXGrtgZ2Wkk086e1oBn0bQUFZkeNkrTqhVs2ABJSeE9Vrgf\n0sV98+WVK1dyySWXhKvZClh9s3lRlFVEzp5j+H45RCD7JIHcQgL5Hvz5XgIFXgInfQSKAuRnBdi5\no+y+j/Fn0wHuqGqDU54xNGa/NITBf7b/h/T8dJyqE0VWTJelkhxSYADoQg9FaA0m3Shb9nXy1xxM\nP4gmNHKTck8p0+Sek0PzYFTZ9AL18c8fA7Bg8gKS4pPoFtutcb40vvwy/Pa3lW4yFBVZ1wDITuyH\npjrQZRu6pCIEdEpdW+fDHnnlC1rfPAWbrc5NWDQiLX7wHKQym+e64PF4QpOFwkFztd9pDnIFTTk8\nAQ9FgSI8modv131L33P6likrChThCXjYcnQLL216qdp2D9x9IOwTCJvyemVkwMKF5iD6zjtLyseO\nhUceaVpXdTVoMyz98nSjOfS/hsBf4OfvUX+vUB5HNt1JwYEPm0vFFuvGntQJW7tW2KOcxHZ087P3\nMGNnXmsa9lumGyEa0+a5latVvQJWPXL+I7hUV2gSuENx4FSdONTipeLApthCA3JZkhncfjCtIlpV\n2l6T9JNFi+DOOzmUIdGJ9FrtuunsGRS27sreftORVdM8Q7IpyDYV2aaYJhuqhGqTUBSIjJJolyjT\nfnB74uIb/jffEu47LUFGOE1snsNJOAfOFqdGkiTsip0dx3awN2svsiSTVpRGdF40Hs2DJ+DhtS2v\nsTFjI0MTh/LD4R8qbWfB5AW47W6i7FG0jWx72nne6NABHjQdlfDRRyWTWFauNCdfDx1q+re2xhsW\nTY090s4jnkfI3pdF9pY0TmxOZc+yg6Tvgc3EM+mcdM7d+poZIPrXD8KTj4T23Zuc3HxmVp0BTOwx\nEc3QWJFS4sKnPgNngL+u+WuFMlmS2X/X/uZ1X540yZxIcgrq4uvl3N0LAXhg7VQ2MZigT8O//Q3+\n+Mc6NGhxWnFaa54tGo/Xf3ydW7+8tdJt1/e/ngg1gp3Hd7I+fT3LZiyjbWRbYp2xtHK1IsoR1cjS\nNj25uXDrrfDpp1XXWbkS6mohYWmeLcJJaS10Qr8E2kbkM3TXO3S6fKj5WXz48CaWsGXQ0P0yPT+d\nTs82rFvA9HvT6RDdoUGPcUoCAZg82ZxlLYR5M21gJrKUZUwsU/bGG2XnsFi0XCyzDYsmI6soi3e2\nvROaYPLQ1w9VWu/xix9n7gVzG1m65kNeHnz4IcyeXfn2Dz803Sa5XDBgQN010Nbg2SKcCCH4+ZOf\nSVuTxo4PdjBn1Hems/KZM5tatBZFY/TLFftXkOfLKxMtVpIkDGGEbJgDesBcGgF+t+R3BIyahXV+\nd/q73DDghnCKb2oIVq0Kb5u1ZP2rO9gt9eaWW+Va7VdUVMZDo0ULxRo8l2Pu3LkcOXKE119/PQxS\nNV/7neYm14GcA3R/oXuN6iqSQuYDmVXayTUETXG9hICNG2HEiMq3T50KsbHJvPGG6V+0vliD58aj\nufW/hmTzgs0snr2Yy1hEzAXn4Jo6DmenNri6tcPZrT3ExoKinFHXpDY0x375wY4PuO7TmgcPmnv+\nXB4Y9UDZAFmyOVA/FcnJyVzUrh3072962QDzxtjQ95Szzy5x1Bx03vzYY6aro6ATZ0kKpbXffY/L\nPZopUyUEZZOBHMqX36qjkE0rFiyAiRNNhyE2m7ksnQ/H/R1axn2nJcgIls1zBf76V9NmK1yDZ4ua\n0S2uG9/P+p51P6yjXY92XP/Z9VXW1YVO66dbh9b/OuavPHz+w40hZqPy5ZeVe+3atAmGDDHzycnh\nu7FaWNQWb56Xnz/5mWOffYcv4wSaLqH5dDS/UZI0gAi+YBqsBlbvBfYCcDfPEkueqY6zaFSkeVKZ\niXulkySZ5fm+/OobqgFPrHmCJ9Y8Uad9zz4Ou7SwiFFzdu+uWDataq9O5xUvD9f1eLfBh1zNtXxY\n613ffx+sIKgtg9Na87x9+3YGDBhAQUEB7vI+wiwance/fZw/Jf+p2nptItpgV+zYFTsHcg+U2fbA\nyAeYM3oODsWBXbHjUB3VajyaCx4PFBRAejoMLuUye9Qoc+KgUm14oJrTHDVcFs2TE3tOsPmVzWx9\ncyvde9nosOFTXHhQJ16K2ioG1e1AdTtRo5yokU7U6AiUqAjUGDdqrNtcxkUhR7rNb9iWf64qaS4R\nBsvz6pRXcarOCq7sgsvyZbIkl9muyObNK+hPWgiBQCCEKCkrXheIUB1DGEw8ayLxrjAGNXr3XfjH\nP/Dm+Sg6XkC8P7PeTaZP/z2F3fsjVBuSLJkqZEUBVUGSZSRdQ5JAa9cRydDxntUfERsXUmiXVm4L\nUeKaury76pEjre7TFFhmG+VYsmQJkydPtgbPzRwhBLrQ8ev+UPJpPvy6nx7ze9Sojev6Xcf7V7zf\nwJKGjyNHIDGxbFlcnDlx/N1369++NXi2qAm6X+cJxxMk9E9gxvRCov8yx7Rjfugh6NWrqcU77Wiq\nwfNDox9ieMfhuFQXTtWJU3WiyiqSJNE6ojWdYzqHU6TGQ4iS4Ci6zjVXaCQv9+HEi4OSpQMfazm/\n4eXZvx+618xk0aL5YJltlGPSpEkYhlGjEME1obna77R0uSRJQpVUVFklwhZRZpt4TKAbOuPeG8eq\nAxUnlXx+zeeM7jSaOFfNQ/Q1h+v1q19VLMvJSebgwYsaXRaL+tEcfk91IXt/NotuWoQjxsGv5vQl\n+peV5oa33oLbbqtX2y31mpwOXNLtEt6d/i4umwuX6sKu2MP2DKwPYflNLFwIN1Q9YbH2hhI14J//\nNG3ugvbSpW2nIyLM1ARxuFtCH2sJMtaV03rwDDSLm4ZF/fDr/koHzgDTP5zOny/8M5H2yFBy2904\nVWdIy+KylWhbHIqDAq0An+Zr0ofKli2Ve9JYs8Ysz8qC+DB+ybSwKI2/0M/8HvMBmPjiRLocWgmP\nP25unDQJDh6Efv0g6sxzI9mSaR/Znr5t+vLV/q8A0y9zt9hunN+lEbSujYHf3/jH/M1vrH5gUYHT\n2mzD4vRgzvI5PLP+mQY9xrbbtzGg7YAGPUZp8vLgnntMJV+QadMgMhJ69oSHH66fDbRltmFRHSeP\nnORfif8C4KZvbqJrbxfccUeJ8/E5c+Cpp5pQwtOPpjLbKHq4CJftNPCpduIERfNfZ+dPOrLQOZqh\nczBFR0JwIluiN7u4klM4z68hmqSiyXYCkh1ntB1bhN00RrbbK6agG41SHjtCmunSZafaFlwPLu++\nGwYODMMFs6gJltlGJRw7doyEhISmFsOiHuR4c+rdhizJ2GQbNsWGTbZVaHPgy2VvVFf3vZoPr2yQ\nj4AA/PvfZQfOAFOmmGG7FQU+/ti8J0+bFt6JhBYWQaLaR9H5/M6krUnjuye/o+sbY8yB87nnwtNP\nw2n6ufV05vLel3PjgBsJGAF0Q0cXepkJfS2e1q1ZEPcH7l1U+WZBeN5LVKGh6hpOiiAbMzUmSUnW\n4LmZc1prngOBAHa7ndzcXGJiYurdXnO137Hkqh2RT0RSqBdWub136978YfQfuOmcmxpMBp8P1q0z\nv5B7PMHSZOCiMvU2by7rmaOmWJrnxqO5/s5rQsbGDF4b/hpJ45O4YdkNpjPyYLTAevyvW/I1aUia\nSvO88tcruaR7HcOVhonG/k0UFsInkTdxE+/Ur6HISGjTxrS1/vOfm40/0ZbQx1qCjGBpnitQWGgO\nkDweT1gGzxYtk21Ht/Hhzg8p9Bdy0n+SRFcivxT8QtfYrhQFijhWeKxM/V0ndjHzvzOZ+d+ZZNyX\nQWJUYhUt1x2HAy6+GL7/vnIFwwUXmL6ho6PDfmgLixD+Aj8RbSLITc3lzQvexB2tEBF1LW6XQdy4\nOXQa1YlWF/Y3f5DWJ5AWy9h3x1Za3tbdlqMPHG1kaRoHtxti/vkYd94/FAAJEVq+wN2hev8bMY/C\nkwa7dupE2DUuOT+Fc77+qKShggIzPf54ybwAMAfUN95o5oOmFh07Nvh5WTQPTmvNs67rqKrKpk2b\nGBKMRGFx2iPNq/kL5LPjn8WhOMzJhKoDh+LgaMFRDGEQ44zhhgE3NLgf6comDqoqHD5s3p/r1qal\nebaoGQFPgOxfsvn+2e/J+iWLjI0ZGAEzApyCxlyegKVLzbBpFvWiofqlX/Njf8IelvZ6turJnjv3\nhKWt5sDx47B3L3z3Haxda/pT9vtLPNwdOAAZGVXvH0c22dQwAm6vXpCQYA6iW7eGf/zD9MZh0ayx\n/DyXY82aNVxwwQVkZWURb7kuOGM4kHOAg3kHEUJQFChi8n8mn7L+0uuXhhz/90vo1yCa5tK8+iq8\n/bZ5M+/TB37+uWTbtm0wIAzzFq3Bs0VtyD2Yy/Ndnwcgsn0kA48soxsH6Dx9CLbH/2SGMraoNw3Z\nL/O8eWR7slFkhS/2fMHv//f7Wrc1tvtYxieN58o+V4bCbktIOFVnrdyBNkd69oRffql5/f8xgQl8\nVb+D7ttn2i9bNGuswXM5CgoKeP3117n77rurr1wDmqv9jiUXqH9R0YUelrZiHDHk+fLKlN09/G6e\nm/BcWNrv3t3UdpTnqaeSmTPnorAcwxo8Nx7Ntf9Vh6Eb5Kbmkn8on7xDeeSl5bH9ve2c2H0iVOcq\nPqQPu2pt/9xSr0lD01wjDNaE+nrsCPtv4p574PnnyxSJYu8VAglJGEilfrfZbXpioOC1RbJNPZe0\nNIFZUyBj8BteC59sleH1mvZ6YaIl9LGWICNYNs8ViIyMDNvA2aJ5E66BM1Bh4Axw0neSgB4IReWq\nDykpJfnOneHQITOfWf8oshYWNSb5z8mseWINsk2m74VtiPYcZaixn+jI3cRoWcR5j+Bc/AmMG9fU\nolrUkifHPsnQxKEosoIqq6GkSOXWS22valtDm61Vy8GD5ue6Uu7gBBJSuYEzYA6WReU+N+KP7w3l\nO/JD/WRKSIAlS0oCppRfyjIYRkns7aiosA6cLZqe01rzbHH6YggjFMLbp/v4w8o/sHjvYvJ9+eiG\nOZCWJPNzoyEMNENDMzQMYTSYTE+OfZIHRz9Ybb3jx03zjJ9+gvvvN8seeQRmz4ZOncIji6V5tjgV\nOz7YwafXmf5wu5zXiYS1n5hhjB0Sjj5JODol4GjlxtkmGkebaBzt4nC0j8fRsQ1K29bmTNZm4nWg\nJdFQ/fKNH9+oclBc1eC4NnXtir3p3N29+CL8vvYmKA2Jp0c/Ts78PU63ikvyYHv9FXNDZCS88ALE\nxMBZZzWtkBY1xjLbsGhStmdu54fDP5S5+SqygizJZZKEhCEMdKGbS8NcBssO5R3i4VUPA3DLObeg\nCx2f7uODHR+UOZ5DcYQm+TlUB3bFTrQjGqfqxCbbKn1QqLKKTSneJlW+TZEUbIoNu2LHrtixyWY+\nuA1AIBBCIBAYQuD3Cy5qNx2H1ob8fMjONm2ZDx0yNcqZmXD0qJn8ftPDxsCBpinpyJHhsXMujTV4\ntjgVhmaQuT2TwmOFFB0vwpN+At/uVHwnTuLL9eA/6cN3MoC3SMfnEfj84AvI+HQbKhouinApflw2\nDZdT4IqQcEWquGJsKJEuhpwroU6fAiNGVD4j9gylofrlzEUzQwqCYNINvUKZZmjoomL5qer6dT8B\nPYAkSaF7YfB+WPr+WKuyctsdioMEdwJRjiii7FGhaLERtghcNpe5VF24bC5UWUUI0xVdfr6ZDh0y\n3X8GJwEGk66D7tPo9MNniIBmKoMDBrLfi+rJR/b7kAJ+PGoUfslh7hQIIGklyWxEA01HCviJKjjC\nRVnVB2Lpz0/soH9oXVXNtHEj9O9/ih0tGh1r8FyK7du3k5GRwYQJE8IkVfO132kquS548wLWpK1p\n0GM8N/45oh3ROFQHBf4C0vPTuWPoHSS4E+psPlHf65WZCe3aVb3d7TYHxeeeC126QNu2ZVP79pWP\nJ8L5f7QGz41Hc70vNARCCPwFfjzHC/AcPI4nPQtPRjaeo3l4jp3Ek1XE+uUFqJKXNiKbADY0bGiS\nDR2ZqVGr6JV4EpKTzc5whtGS+6VuFA+kjQB+3R8aVFdVVro8oAfYtnMbSWcllSkL1isKFHGi6ARf\n7f+KjJOncH1RzE0Db8IQBl7Ni1/30zG6I/8a/y/sSv09jiQnJ3PRxRfXef90OpBPdMg1XpDgukBC\nVUSFcqlCPXDaBYmJpZ4Xpf7PHo8Hl9NZcoDSv4Gq8poGzzwD115bp3OrLS3l3mjZPJdi69at3Hjj\njVgP+4Zj2tnT8GreYu2rgRCCLUe31KqN0Z1G0yG6Q4n2V1LJ9eWSEJHA6M6juWHADQ0kfd2Jjjbv\nPWlp5k0tNtb8WpeTA7m5pmYhmB591Iw5kZgIPXpYSjiLlo0kSTiiHDiiHMR2L3HfVXi8kF0f7+TA\nq+uw2wz8ASdHKOW1pvg27Mv3QeEv5ucXixaFIiu4ZBcuajZpMM+bx/Gi42iGhl/3kxuRS+82vU1T\nu2KTu9LJp/toG9mWv6/9e7Vtv73t7Qplf7n4L8S7wuRV6+uvYfdu84atqqYts9Npup0TAgIBuOaa\nSnftSAZQzQtATafoeID9lW+q89TNEyeqr2NRLaet5jk1NZWzzjqLQCAQJqksasLGjI18tuszFKnE\nXOOJNU9gCIPZQ2Zjk20oslLGDjmoiXh/+/sV2nt1yqsMajcoZJdX2hwkuB4yByl2Nxc0DSlfXlVZ\nfScAgvlCn5Njmmu8/DI8V4ljjmXLYPz4eh+qRrRkDZdFyyLl6xTeHfsubgq5lOWcdeNIXA/fg9Sz\np/W2WI4zqV/2eKEH+3OqGPmVImiS4VSdxDpjiXHGEOuMNfMOMz+602hsio2x3cc2zQTGH3+EDz4o\n+T1LEjz5ZI13T6ULOgo6Cjvpyy2uD4iIc4TmFr74IkyZ0kCyW1SLZbZRiv/+9788++yzJCcnh0co\ni0r5bNdn/Hjkx9AgVCr++FR+cCohMfebuU0sbf1omzOdzOc/q1AeDLwWEwPx8dCqlZmC+YQE01Tj\nxhsbL0jbmfSQtmhafCd9bHhhA3vf3cixfSdx4aGzOEikM4DqdmBz25GddiRVQbYryDYVyaYi2RSE\nrJrOwoRAGCAMgXC6MEaORqg2DN3A0Ax6Tu5Jx+EtP3pbc+6Xk9+fzJJfloRBooahXWQ7NEPjtSmv\n0S2uWxmFSHkFSfCZU9W2qtaDihQhBLIkE+VdP+tLAAAgAElEQVSIMg9+883w1lthPR8dGSHJGJKC\nISkISS72FFKchAAEdsMX1uPWiGKvJmVeFsqXla4bJPg7rK6sOoYMgVWrwB6ewD/VYQ2eS/Hee+/x\n61//OqxmG83Vfqcp5apNNL/GYOn1S4l3xVe4IZbOb960mWFDh4VusMUdJ9RGcDJgeS31+y93ZOHb\nToqKwOMhtATzi15iomkL/fPP5iD5yBGw2Wouu2Xz3DJprveFxmbFH1aQsiKFrJ2ZBPzh/Z30mNCD\nGf+bEdY2m4Lm3C8X/rSQD3d+WKfBaChfxYBUlmQyMjLo3LFzhW0lE6+NUNqTtYfl+5dXKWu/hH6k\n5qZS4C+o93mfivR70+kQ3aHK7Rs3wubNFceWwXHixa9eR9LGD6rcv77kEFsm7HjQZ3UwX7q8qiTT\nDO/pffuaF7aR3PtZNs+l6N69uxWSuxEQj1Xd8eL/Fk9OIOeU+7ttboAK3jeE6ckzNMPbp1d8+75x\n4I2hm60Qgh7xPRiXNK5al0rZ7mz6JtQ+YtqfHjZTaZYuhUmTTLO4lJSyPpz//W+w3IxbnCkc33Gc\no1uOEh2p09G/ivH8gvLWGyhx0ShuJ0qkC8XtRI6MQIlyIbtdSA6HZdrRTJgxYAYzBjTcC0pdXzKV\nvygVXIzuOLajzPqiaxYR74qvYN5X3sSvKv/Wpet8++23NZZzmGMbw/4ywdSeOBxmUlXTBciYMXBy\n2yn3D6BiILOVc7iIZLy4OP98+PjjEnfRklR2GcyvXWtez9LbK1MMNyWns2LhtNU8WzQ9ty++nVc2\nv1JtPVmSQ26Igkun6sShmO7nDGGwPn09AE7VyYsTX2RYh2F0je1KhC2i6fyPAjt2wLBhJRroIEVF\n4Kp7MK5605w1XBanJ4ZmsHnBZpbesRRnnJM/jF5r+mZct652n2BOY6x+WXOeWfcMc1bMqXL74PaD\nWX7D8tCXxiZh7Vo4//xa7/YplzOf3/MtFzF/vukNzzDMbjJhgjm53KLxsMw2LFocmqFx0ncyNON6\nf85+thzZgizJqLJKYaCQHE8O//juHzVqb3LPyXx53ZcNLHXlpKdD795QUMWXxGuuMeecNAbWQ9qi\nsVlyxxI2/XsT0567kD5P3ojt2GFzVHDkyKl9O55BnCn9Mteba3piEiLkbaOytD9nP7/58jeVthHr\njCXXm1vlMT656hOu6HNFQ51CvRDx8Ug5p/7qOpGlBLDx6ps2uvW0mRprW/EyqGIWAjp2NF08WTQY\nltlGA9NcP0G0ZLlUWSXOFRdaH7xgMCeKTu1KJ84ZR5wrjpQc00bixYkvIhD4dT9ju48Ni1y1RYiK\n0QEvvND0wuHzmVqF885rfLksGh7r/2YS3SGaqA5RFHll1h45xMWrVkE9/OVatEyyPdm0eqpV9RWr\noaqBczDIyqwvZuHTfVzf//p6H6s09e7Pubn4v/2eGTfb2b7Zxx7OrrTa//iVmbm5mvaGDYMNG8Iv\nZyPQEmSsK9bg2aJRycjPoOOz9Zs1n+PNIcdb8lY/uP1gRnYaWV/Rao2uw6JF8P770Lo1XHcdbN0K\nu3aZ21euNJUIFhanO4Zm0P3S7mTtzWL5Q98w+PyrYeFCa/B8hpGWl8bUD6bSL6FfaD5KUPNc4CkA\nhTLBVEQdJqsF9wf45OdPmHb2NCJsEeE+ldpx5AhkFPt2HjoUB/BJuNr+4QczJOHKlWdkYKHmymlv\ntvHYY48RFxfHPffcE5b2LOrH8v3LGf9ezZwdD2k/hI+u+qhMeGybbAstm9LWGWDFChg3rmT9r3+F\nc86BpCTo1q3RvOxUypnyediiebDplU0suX0JvUa1ote6N+jHdmxffGY5ry3H6d4vfzzyI0MWNP5E\n/Uh7JCM7juTTqz8tcS/XWDSGvXXHjqav6TZtGv5YZyCWzXPlbaGqqhUspYHxBDy8ve1tigJFOFUn\nNtlGq4hW6IZexouGLnQyCzJ56OuH6n3M7b/dTr+EfmGQvmqEMM0u8vPh5ElzWTo/o9zk9DvuMB3e\nNzWn+0Paonmh+TSe6/IchZmF3MczRFFs+L9yJVxySdMK14w4k/plt+e7kZqb2mjHc9vcZD6Qidvu\nbrRjAqZLtS1bzFni+fmQl2em4MPif/9rmONGRpoPIot6Y9k8V4LT6eSLL74IS1vN1X6nKeUK6AHs\nT9ROxRrtiObWQbeiyGZ0wKCrICA0wA5GH9SFXrHM0IlyRNExum7mHzW9XhdfDMEYOzExZsCT6GiI\niipZ/uY3pj1zMDT36NF1EqlWclk0L870/1swwqA90rwPFOJmMwVcNGmS6a7L4oxkx293kJ6fHjLN\n2LhxI0OHDg2Zc5S+t5dWrlz41oV1Ot6vB/yalJwU+rftXy+5q+zPhw5B5871arvOJCXBmjVmXggQ\ngtXbt3NB00hTY07ne+NpP3geP348Bw4caGoxTltsio3VM1dzKP8QdsWOXbGz/tD6U3rHyPfl89qW\n1/js6s+Y3nt6I0pbO957D/74R3j3XfD7zQHzmDEweDB07w6DBpnuPS0szmQ6jepE90u7o9gVrvro\nKmxtn2E3kfDKK83L6axFo+K2u+nVuldo/WjEUXq36V3tfqeKHfBDxg+c9J/k6XVPs2zfsjLbXt78\nMi9vfpkdv91RJz/+1ZKYaP6mc3LgoXp8OX38cZhrRtsVwnSqUZp//Qvuvbf6Zoxffqm7DBb15rQ3\n23C5XNx6663Mnz8/LO2dKaxNW8v+7P0h7W9Q66sZGgdzD5Kal4pu6GW0w8H8ukPranSM58Y/x90j\nmncUEV2HP//ZnAi4bZupfCiPYTS/McKZ9HnYounRAzqLb1vMjg92YGg6hibow06u4uOSSt99B6NG\nNZ2QzYAzqV9uO7qNBZsXlInkWtWydMRBieIQ2cWRXitbnig6wYqUFRwtOFrhuOtnrWdExxEVBcrP\nh8ceMzUh1UUTKdbuVijbvRu++aakrHVrM5xsZmaNr8t/ZixmR5dJ+P2mSWBNhiY+X9POoTndsWye\nK6GoqAin04lc/vXOokqEEMh/abzrteiaRcQ6YyuN/FQ+IpRDcdDG3QZZahz5iorAfQoTultugddf\nbxRRasWZ9JC2aBoMzSDgCaB5NAJFAbx5Xl45pyQo0qV8xSjWm59pfD5Yvhz69GlCiZue07Fffrzz\nYz7c+WFoXWD6dv5iT3jMJWvDzt/tpE+bKn5jGzfC8OGNK1A5fnEN4FPPRHw40FFCyUA+5fr4iTIG\nCoak0C1JZtT5ijloVxRTda3UcD3oP7p8yMLSIQpLr8fGmvaJpzkNMniWJKkj8A7QFjCABUKI+ZIk\nPQb8BjhWXPVhIcSy4n3+CNwCaMDdQojlxeWDgbcAJ7BUCFGpC4ymvhlURXO136mNXI98/Qh/W/u3\nhhWogXlx4ovcMeyOOu9f+nrNm2dqluvCvfeaioyYmDqLUqVc9eV0fEg3V5rrfaEh2b98P++Nf++U\nde7iOeLGDIavv24kqZo/LaFfSvMa/zOaKqvYZJu5LOdVKWgOGEwO1RHKy5KMbpg2011ju3J+5/ND\nypbgtuAX04ARCM2Z6f/eCkY9/2mjn2eLpB6/rZZyb2yoCYMacJ8QYqskSZHAZkmSVhRv+5cQ4l/l\nhOgNXA30BjoCKyVJOqu4d78EzBJC/CBJ0lJJksYLIb6qjcC1JTc3l3nz5vGvf/2r6UJ4NiMGthtI\nnzZ9KPAX4Nf9Zcwxgn43S38iM4RRJ1+cQfq06YMhDHyaj5cnv0zH6I5ImJ/pKkvBT3gVypGwKTYc\nigObEt5Qv6VfuoMv3qWXkmQqzso7bFm9Gl59FR54IKziWFg0e5LGJfHHgj/izfGSl5bHu5e+S6Co\nbAfJoANx1stWi2P5DcvZenRrGROK0iYWQBlzi/IJCD07gs8PQxjs2buHpB5JJeWl6pSvWz49+d2T\nNZL9pU0v1aheOxV+PRYm95zEBV1KTbsTgv0pKSR171520BjMB5d79sCnn0JhYY2OVx9+wwIWMQ2B\nhIGMQCpOaxFcUGq9/PayKTtbIia2GnMVixpTa7MNSZIWAfOB84ACIcQ/y21/CBBCiCeL1/8H/Bk4\nCKwSQvQpLr8WuFAI8dtKjhG2N+nDhw/ToUMHDMOwBs9hRAgzop9P95Gen07ff1c/QSPCFsGFXS7E\noTpwKI7Q8kDuAVamrAQg474MEqMSG1r8OrFkCUyeXLH8wgshIsI070hPh++/hwUL4PrrT23y0ZC0\nBA2XRctGD+g8YX+i0m0JZHI7LyEtWQK/+lUjS9Z8sfpl7dibtZdeL/aqvmIpcv+QG9JON5h5X8+e\n0EAT9r5gClP5gpgY2LsXEhIa5DAWpWhwm2dJkroCyUA/4H5gJpAHbALuF0LkSZI0H1gvhHi/eJ/X\ngKWYg+e/CyHGFZefBzwohLiskuOE7WaQm5tLXFwcuq5bds8NiF/349W8+DRfaFDt1/34NB8+3Vfp\n8vrPqg+r2qtVL/q06UOXmC48eemT2JWmnTVx8qQ52drrBY/HTEVFJcsdO+Avfymp/9prZtju9u2h\nX7/Ge+m3HtIWjYEnx8Pxn4+T+VMmS3+3NFR+P88QOf/vcOedTShd88Pql7VDCMGKlBVke7LZdnTb\nKb045T2UR7QjutFkCwRg8WKI2vQNcQe3IikykgwKBgo6GDoL39Hx4OJZ7qu2vWziiG1jQ57zAMyZ\n0whnYBGkQf08F5tsfIJpw1wgSdK/gb8IIYQkSU8A/wRurZXEp2DmzJl07doVgNjYWM4555yQ7Uxy\nsfPdmqzHFBukfvnll0ydOrXW+5deD5bVdf+GWn/uuefqfH3Cvu6A5auW49E9CCEYPnI4q79bjSY0\nhgwdQlGgiNUbVuPTfbwy+RXS8tLYd2AfJ7WTLD1a8vANsidrD3uy9gAw94K5tIpo1aTXKyoKNm+u\nuN3thkmTLuLKK2HEiNWsWdOGL77ozdy5cLTUhPDNmyE/v/L2g2V1Ob+tW7eSm5sLQGpqKg1FuPrl\n6bQeLGsu8jTFeufRncnrlMd3U76jqyuTjR4PY37/e9YnJDDy6qubXL6mWrf6Zf36yXs/vceNi248\n5bm/PfRtOkd0Dg2c6ytvbZ4P06dDcpzESQZVuv1vb8PaxYvRrnWjVmPiEU8OHIfjX37JiZwcev/t\nb6c8frCsufx/K1svL2tTyxNcD0e/rJHmWZIkFVgM/E8I8Xwl27sAXwohBlRitrEMeAxT8/yNEKJ3\ncXmjmG1s3bqVQYMGhUXznJzcPI3fG0Mur+bl/e3vo0hKGfvkZ79/ljYRbbigywUE9ABezVurCYnX\n9L0Gh+rAqTjZlrmNDRkbAFh781qGdRgWdvtmqN/1ysiATZsgJaVE++z1lqRXXy2p26cPxMWBqsK3\n38KwYaaZXMcqYruE8/9oabgaj+Z6X2hshBD8Rf4LABcwj4uDcyUsP1shzuR+WZd+8s62d7hp0U2V\nbntw1IPcN/K+sHtfqrGcubklnxsffdSMmKXrZtK0kuWrr9bexGPIEPNBEw45m5CWICM0oNmGJEnv\nACeEEPeVKmsnhDhanL8XGCqEuF6SpD7AQmA40AFYAZxVrKH+HrgL+AFYArwQ9NBR7nhhuxls376d\nf/zjHyxcuDAs7Z2pLN+/nPHvja/1fr1b965g4xxhiyDKEcWIDiNoH9U+NMs6ONO69MxrSZJCExr7\nJ/QnytG0bnP69YOdOyuWR0ZC27bQpo05WL7qKjOISqtWpivQ+HizvLE4kx/SFk3DumfWsWLOitD6\nuWxkEkvhmmvggw+aULLmg9Uv64Zf9/PYN4+x8fBGUnJSKg37PajdoDITDoUQvDTpJc7vcn74Bdq3\nD846q15N+LCTQQcu4Wsee70LM28J3wuARe1oKFd1o4HVwHZAFKeHgeuBczDd16UCs4UQmcX7/BGY\nBQQo66puCGVd1VUaIeNMuBm0ZNYcXMM3qd+ENNCqrBLtiMahOAgYAfy6n4BuLv26v0yZT/fh1bwU\nBYrKuA8K6IEyLoWqCrQysuPICoPx9enrOVF0AptswxAG8a54Nv5mI+0i2zXI+QthKh3S0uDAAXOZ\nn18x5eZCVhacOGHaSScmmlrndu1MG+iOHaFrV+jWzXSFG86JIdZD2iIcpCansuvzXUS0jsB3OAf/\nt+sIRMbhL9IIeHUCHh2/zyDgF+QXqQR0JbTveazmElaZK9bvBmie/VIIwcG8gxjCwKt5KfQXsv3Y\ndmZ9MQuAsd3H0iOuR8gbRmkvTMHBatBDU2X5SverQb50yO6gi7nNRzZXez7zVsGfVtf5clRKevuh\nZjQsYYBhIBXnZUPDpnmwa0U4AyexG74atTeAbWxnADab2eyXX8LEieGV2aLmWEFSGpjm+gnidJTL\nr/s5XngczdCqnHDo030cLzzObYtvq7B/lD2KpPgkImwRoYG2TbahyApZJ7Jom9CWowVHWZu2FoD5\nE+dz57CGm9ykaeYg+8iRkpSebg6+Dxwwv9BdfHEyq1ZdFJbjNceH9OlKc+1/1XH85+NseGED7gQ3\n/sMn8GzZjafAwOMReAp0PB4o9JqfS0bE7iYyNw0HfmyJbbAPHYgtyoktxoUtxo09zo0tLhJbfBSO\nhBjW7N3FRePGmZ9cXK4mPtPmQ0P1y8v+c1mVEV+rygeVFWl5aRXaTIpLYn/OfgAu7305Y7uNDbmr\nC5rs1SRfOnLgzzt/pn+//hXKT5VXZZURwy7HfiwrnJes1rx5+wZkVQ4lxVaSZFVGUSVkpx3J6UBx\nmUvZaUdx2VFtEqoKNpv5hTKYoqLMuCV1pSXcd1qCjNDAEwYtLBoTu2KnQ3QHAHyajzHvjKlx2G+A\nk/6TbD26teoKJ8quFvob1l+nqpra5e7dS8qKiuCii0pM20pHfbWwaGgOrj7I5lcq0+RJROAjgiLi\n8aAocDTQCmLbIRQV/MDaAJ1jsxjTMx1eegm6dCnbRMALHTo0xmlYQIVofkGFQSiwiFLiuk0zNOyK\nHafqRJVV2rrbhgKLGMLArtiJdcbSL6EfAJqhsWx/iXVl+Rfoq/tezQ0DbqhWxuRjyVzU+6Lan9yN\nN8P69WZ490agECejuh5Fi4ihVSuIjgYp3fSUtGxZRX//bdvC4cNmXACLM4fTXvOck5PDokWLuPnm\nm8PSnkV4efq7p/lq/1d4NA+egAeP5iGgB2gd0ZrxSePRhc78jfPJ9+XX+RhR9iiy/5CNIinNwtd3\nZqbpG3rPnpKy3r3h55/DdwxL82xRU4QQaF6NN897kyM/HqnVvnN4EtsrL6JOnYQUHQ1OpxWE4RQ0\nVL/8NvXbkIlDeVOH0mUzPpsRzkOHjam9pnJlnyvx636u7XctEbaIipWCk/FycuCFF0Kztb1FOu+9\nraOioaAzkG0MYHvjn0RteP55uOuuppbCohjLbKMS+vbty88//0wgEEBtzBlbFqfkue+f496v7q3z\n/jPPmcnjFz9eQbOiyPX4DtaAnDhhTiYMEhtr2kQrihlM5a23wqu5sAbPFrWl6EQRaWvT+HD6hwAM\n/s1gyMggkJpBQJMJ+HQCXgO/TxAICPwBCZ+m4DcqesQZwXrGUxw89umnrTCcxTSHfimEwKt5SclJ\nwabYykSZnbtqLv/b979witco7L2pEALmgDt4KYLvcK7vVqIcO4KkKoigV45AACFA6AbrM7vzwguC\n6XzOvTzXBNKX8AY3cxsLWLZCZezYJhXljMIaPFfC66+/zq233sqPP/7IoEGD6tVWc7XfaYlynfSd\n5NuD3+JSXaiyGrp5T1g4IexyDOswjA23bqiRXA1FXp45YA5ywQWm+7rSWK7qWibNtf/VBkMzeOO8\nN8jYkAFAK7Jw2XU01YGGim5IaLqMZkjohowmZAwUZHQUdAKUdUU3jOeZSI4ZevPzz2HcuKY4rWZH\nQ/VL/hy+9lq5WhHjjAlN/KtuCdSorqZpyIqMQDAwXWPtv73hE7oe7KEnMkapQNYeZOxlglvbFHO7\njEG0noMDf4PJ8+DvCnjocTfx8aeu1xLuOy1BRrBsniulXbt2qKpKjx49mloUi1JEOaKY3LNirGvx\nWNWDs892fcYVH11R62Pty97HU989xZtb36RDVAf+2OmPtW6jvsTEmF8Zb7oJPvoIVq+GHj1gvzkn\nB2/zeI5YnKlIkJuaG1pVCTDOvwTFr6FeciHqrJmokU6USBdqlAsl0kyS0wGO4mSzhdR9yckXmgb9\nFo2CS3Xh0TxhaatVRCuWXL8kNHGvJkug0m2t3W2qOVrT04u9lZb/nhdIozM/Mhihm8NoA5m331Pp\n3V8FRUG2q6CqyHYVWZWRJPMLYlVL1dwNRanauumpBjxXi/Bx2mueDx8+zNq1a7m6OMqVRcvFq3lZ\nvn85TtWJLMmh8N9Bl3jBkOAbMjbwzrZ3qmzHpbp4cPSD6IbOjQNv5KxW9fPXWVt0HW6/3QzdHUTT\n6jfzujyW5tmiNhQeK+S14a8x/O7h9J/RH/fnC+HFF+Gpp2Ds2MZ1Un4a01D98v2f3uf6z66v9b6K\npNC7TW8A/p+9846Pongb+Hf3SnpII3RBaihSA4KAVBEUsYtioViwIOhPAX0FEREr9gKogGJBbBSV\nqnQQEJDeSwAhJKT3K7vz/rG5SyftLrkk+81nPrs7OzP73Oae3bmZZ55HlmQeuOYBJvZ0YWjoY8c0\nm7Ur2aQ5epFC5E2qWvh+McfRFwXxcSqWTMHrrwvniPFbTOZqokr9ESTyPvP27YP27UvdjI4Ho5tt\n6OgA/1z4h25fdgNAQnJOLZaUDSM30KdJH3eI5uTZZ+GDbPO6KVPgzju1RYNeXq5pX+886xSFEIL4\nY/HEHIjhwo4LnNtyjrjDsXTuJBjU8DBs3w6pqbBhgxYmU8dlVITZRu+renNrq1sL+MN3bNOsaVzX\n6DqnN6OqSGqqNgARF5e3/7xrl+ZjvzCWcBu3saxsFwwK0sLDQo5RtWNrNGp2eLq7jSqL3nl2M55q\nv6PLVTTlWZj4/o3v80z3Z1wsUQ7x8dC2reZ9Q2MD0BfQXgTlcVqgd54rDk/4npeG/3b8x7zu85zH\n1z5zLQOuOonpf09rGQEBcORIuVzNVbV7UlFUlM1z4uREgryDCi1fWbjyOxEVpQWXKikyCg8zj0BS\nUJERSPibbcywTnaJPGzbBj16uKatElIVdKwqyAi6zXOhXLx4kbp16yLrvwprJM90f6ZUnedQn1DG\ndhkLwO0Rt7tLLEBzlJ/fZ+gbb2ihvXVvXzruouG1DXnm7DOc23qOv174i6j1URj/fQqeflwz0di4\nUfty6lRZgt8KLpD3UIeH+Pq2rytBGtfTpEnRQSvj4yEsLG9eY87yOWPzZpZnzd9nn8GDD2pThUaj\n/sCugVTrkee0tDQCAgKAgo7ddaoXB2IO0GtBL4QQpFpTubP1nQR4BWCxW4jPjGfNqTUlaufFXi/y\n+oDX3SxtDjYbmLMdFbz1FkyY4BrTDX3kWac4Ns3cxPop63lg9QM06tlICy0cGAiDB8PKqueurCpQ\n2d42rrQgu0qjqrB/PwjBmjUw6QVtgZ8Dx37rCC3opcksYZAFRlmlUephIuK3MujkZ2W//vDhmtlG\n8+YwbZprF7DouB195DkfPtlhYZs0aVK5gui4nR8P/ZgnkMovR34ptFyoTyihvqGE+IQQ7B1MsE8w\n3x/4nnva3sPL17+Mv9mfuIw4/M3+eBu93S73ggU5+337us7mWUenOOp2qAvAtzd+68ybBnDpUuUI\npON2pOl5+we7H9tN53qdK0ma8vP337B2LbQ4s5b7vtLcnA7KToVy1E2CLF6csz9xomb6pFOtqdYj\nzwCzZs2ic+fO9O/fv9xtear9ji6XNrOQbkvHYrc4vW44PHFYFAtdv+ha6jYtUyyYDebiC5YDVc0Z\npJgzZwNjx/Z1Sbv6yHPF4an6VxyLb1/MxV0X6TnAi+CvPyD0pmsJGXkL9O9fcN67lFTVe+Ju3D3y\n/NlNn+Fv9keWZGcyyAYkJOe+LMkYZSM+Rh+ub3x9hUVddcd34rrrtA50YYwfD1elH+G5eW5e9Lpk\nCdx2m3uvUQhVQceqgoygjzwXyvN6ZKtqxX8p/zFr2yxSLanOl4MkaS8GyOusXxWqlldKbxsOvF7T\nhoHd1Yk+eRKuvRZuvBFWr9bWnIwdW3w9HR1X0Oq2VkRtiOLAAW8CQ/pjWpeC8fBmTD5/Y/IxYvQ2\nYvQxYvQxYfQxY/IzY/Q1Y/Tzwhjgg9Ff25oCfTFmJ3NYAObQwKINUnXcyprTa/A1+WKUjRgkQ96t\nbMizb5SNbIja4NwvqpwsyRgkgzO/sDxHx7yo8wbZwMm0k4TGhJa4jo/Jp9jZv23btG1h/f+PPoLI\nyNYs7SWcrsi9vSl032zWBjFCUqK446v+mM1+SBJIQNilg1e+6bcXvzbmxFMfkN68A7LJgGyUMShW\njLZMDIoVg7CT2rkPjSNr6wPWVYhqP/KsU7347dhvDPthWLnaqO1bm/m3zsdsMGOSTZgMpkL3jbKR\nAK8At6xav3wZwsO1/QkToGdPuOUW7YHuCvSRZ52SkJWcReyBWFIvpmI7ewHb8TPYUi3Y0i3YM2zY\ns+xasihasqrYrQK7TWCza/7J060m0mw5X9yXmIFx9ieaLzGdPLhLL5ceWZonzLYjKULRtqriPM69\n7zhXWDm7akcVqrOOIhTtOHtfUZUyn0/MSuRSWunNgwY1G8TqB1YXyM/I0IJQWa1gsWhBpyyWK+9b\nLGBJt9P3xycIvXRI+70nBGRvQxNP4JeVUP5/UFm5cAHq16+869cgdFd1+VBVVfeyUY0Y+9tYPt/z\neYnL1/Grw5YxWzAbzBiknAUc4X7hmAwmd4hYIvKPkgwapI08u/YaeudZx/0c+P4Av97/K00M52jl\nf4EWt7cjdMSN0KdPzkpYHSc1TS9/PPQj68+s1zrzwu7soEclRfH3f0XYWxTD5tGb6XVVr7IJlJZW\nKfbI2/pPIc1qJvDSccwnDyGQmMtY9tqbbngAACAASURBVNEBO0a27TTh5WfUonQajVpY+zp1KlzO\nmoreec7H1KlTOXDgAEuXLnWBVJ5rv1MT5Np7aS+d5nYqc/3j4447IwlW9v0qbIpxwQKoW3cDgwf3\nddE1atZLujKp7O9TZWG32Hkj4A1Um+rMe5Z3CXxrChu6dauR96Q4aopexmfEE/ZO+ezmHXw85GPu\nbH0nJoMJH6MPfma/4ivZbNowdP7ohSkp5fJfXmlMmqS5Y8pFVXjuVAUZQbd5LsBrr71W2SLolAKb\nYmPOrjmkWdOcdsuObVRSVKnaGth0IEIIZEmmlnctavvVdo/QZeD8eRg2DP79Nydv9Ghtlnvw4MqT\nS0enpGQmZPLrA79y1dVGml3YSECv9vhfXZuA6z6FG26Ao+5ya6Dj6Ww5t4X3t7/vsvaeXvk0T698\nmqgJUYT5FtIhf+01WLo076jErl0uu76ruZFVXKQ+9z8gc3UzmU5dZFRkzD4Grm4mIxnknGiFQmg/\nAho2rFyhdQpQrUeeJUmiadOmnDp1ygVS6bibAzEHaD+nvVvafr3/67zY+0W3tF0acnvXcLBjB3Tr\n5trr1JQRLp3KYW6nuZjSEhl5cgqG/f/CNddUtkhVguqql6Fvh5KQWTb74NZhrfEx+WCUjSRlJXE8\n/jgAJtmE9WVbMbU9hHnzuObhrigYUNE6w479wvJy76ekytpLQc61lSQ98EoFoptt5OOtt96ifv36\nPPjggy6QSqcyye+ftKQ0CGjAhdQLrLp/FTc2v9HFUpWemBioWzfnuFYtiI6GbJfkLqO6vqR1Kh/V\nrrLhlQ1snrmZ++uspXkzAVu3VrZYVYLqqpc/H/6ZubvnsvfSXuIy4gAI8Qkpc4fagb8F/K3QOLAR\n2x/ZntcMIz8O0wwhtFGKkh6rqrbicP58UJScc6qqpW+/LXityuTgQWjbtrKlqFboZhv5mDzZRXHr\ns/FU+53qLtdfp/8qc92729xNtwbdGNB0gMvlKgtB+Rx3jB2b03H21P+jzpWpSf+3jLgM3qn9jvPY\nK+YsxPyndTZyjZTVpHuiA3e1uYu7f7o7T15ZO86fD/2cIS2G4Gfyw9fki9lgLrsvaiG0cPNxWofe\nOaLraM+xv3o1fF7yxejuQJhMSE8/Dffeqy0aNBhykmNU2myGRo2AqqFjVUHGslKtO8861QNfky/B\n3sEkZiWWuu4HOz4AoEVoCyLrR7patFKzaFHe47ffhqlTwd+/cuTR0SkNPqE+DF8ynMW3axHV5vMI\ng1mB730z8a0fhFd4EEEtwyHhnBYyU6fGIKYJziadpcmHTcrVzmO/P+b0+Tyq4ygej3wcu2qnc+v+\nGFPTXSOsByLZbPDee5CcrHXkdU9hHk21NdtYt24dJpOJ3r17u0gqnYrk5fUvM2PTjFLV+WPEH0TW\njyTAHIC30bvCImcVR3w8XH01pKbmzd+zBzp0cM8zsrpOD+t4BpcPX+bi9nOkrNpG6oUUThyykpSc\n80Xuyzr6sEnrCAQGVqKknkV110uL3cITfzzB8fjjGGVjnrT29FqsitVZ1igbqR9Q3xmQBeBc8jks\niqXQth/dBT3+yzkWAJJELe9aDG1xM15Gr7x2wrlHl0uSV9hx7vJnz8Lvv5fgLriOf4gkmVoMZzFf\n/xbK0KEVevkag27znIuVK1dy0003ERcXR2hoqIsk06kotp3fxjvb3kEIwbJjy4otv+r+VXRt0JUQ\nn5AKkK50WCyaN438o86vvw4vumkNY3V/Set4DopN4TVzQc9GI/iWFteF6/bQuaipeqkKFcOrhuIL\nlgIvgxcWxYKP0YdT409RL6CeS9svwBdfwGOPufcaRTBQXsdzv/djyJBKuXy1R+8856N27drce++9\nfPzxxy6QynPtd6q7XElZSbyz9R1e3/I6EWERRNaPxGK38Nvx38iyZ5WojdsibuPDwR/iY/Rh1/Zd\nDOo3CIPs2od5cSxaBCNG5M3L/TV35f+xpr6kKwNP1T93knYpjV1zdpFwMoHUqHhSD50jOVXGrmij\nzwYsjORbGo0eCPPm6Z4DsqkueplqSUURCkIIZzRCu2onOjWabl+W3HXQ1UFXY5SNpNvSuZh6scT1\nZvSbwZTrp5RF9GIpkz7bbNosi6KAomAZ9Rhea/9wnVBbtmhhaMsrZwVTFWQEfcFgAerWrcsnn3zi\nss6zTuUQ5B3EzAEzmTlgZp58Vahs/287BsmAyWBiwb8L+OSfTwptY+nRpSw9mitYzpac3fcGvcez\nPZ51h+h5uO8+zY9zSK7B8XzrrHR0PJ4lDy1h/zf7CagfQP/X+xO47yIBW+cS0LczXq++hNSqFRsO\nHaJRv9crW1SdcnAm8QxNP2rq1ms83Olh+l3dj/oB9TEbzHgZvDAbzJgNZkwGE7LkoXa/Z89CZCSk\np2sx6m15Xep5lba9J5+E66/XXD4GBEDt2uDtXXw9nUqjWo88P/nkk+zevZsdO3a4QCodT+LjHR/z\nxZ4vOB5/vEgbOQejOo7iaNxRtv+3HYAw3zD+GPEHElqv9Zo61+BtrJgH1X33wQ8/aPs9esC2be65\nTnUZ4dLxHC7tvcSGaRs4tvyYM2/KtWsw7Mj+EsfFgW4id0Wqkl6mWFJ4ZPkjrDm1Js/osl21u/xa\nYloR8p88Ce+/X7iHjKKSo0xRZS9ehK++cvlnKDcdOsDevZUtRY1EN9vQqTF0nNORfTH7ylw/3C+c\niLAIVoxYUbJwry4iKyuvT+cePWDZMm2gwZVUpZe0jmdy+JfD7Pl0B36n9gOw/1xeP4uTeAufft3h\n118L+mDUKRRP1UshBDHpMUhI2FQbVsXKrG2zmL1rtoukhB2P7KBr/a6lW8j98ccwfrzLZLgi116b\n4xZOzhe45L//4PBhdgTeQJypHiJ74EUAdqsgNVW7/xKCeTzMRvo6mw0K0haN684zPBe98+xmPNV+\np7rKdTrxNCtPrESSJCQkZEl27itCISEzgfiMeN7b/l6RbRgkA7IkO1OmPdN5Ltg7mNMTThPkXbEv\n/hUr4Oabc47vuQcWL9Ztnqsqnqp/ZeHU2lN8O6hgUAhvMunJVoJu7UtQ63oERTbDp3NrDI0bFtor\nqE73xJW4Sy9bfNQCgcChnwKBKlSEEAiy80R2Xr5yjo5zcTzV9Sm8jd55ksPMwmQwaVvZhMlgwiSb\nMMg5z95eV/Vi59adxX8n/v0XOncu1/0oNY0awahRzk7zYZuNNs8/D5LEVwsETzxjJovSRbGaPBnq\n1weTSbPECArSAmR16qTtu6IjXRV0rCrICLrNs04VZvzK8Xy8s3S26QHmAPzN/tT2rc3ljMtc3/h6\navvW5s2BbxLoFUi4X3ih9SpboXN3nEGbmdTR8QQC6gUQFhFGVlIWcloyBmsmRhTMso2DdCVmmRGW\nXQYuA9ud9f6PmZgGD4CVKytN9prMiYQTbmk3yDuIWl61UIXKkqNLUFQFVagoInurKihCIdOW6eyk\nX5GNVz7dMRp2yoDBgMFg1GyeCzPBgJwIgKrqXKhXaOTB4jh/HmbkuEVtA/Ca5j1mVHbKz5zgF1Fl\nAwIZgYQsaddVVImkRIH6FiQCAonYXPdlSyFt3XUXtG1ThGwjRkCrVqX+SDrup1qPPFssFszmckQn\n0nErRy4fYdfFXWTYMnh/+/sciz9WfKUrUKTdnIchBCxcqA125M5zJfrIs447SItJY8mDS0iLTiP2\nYCwAY+ssoW7MPvj0U23hk06RVAe9nLFxBi9veLlCrjW973TubXcvLUNbVsj1ADh8WAuBnZAATzxR\ncdctjPHj4cMPK1eGGoButpGPsLAwFi1axA033OACqXRczSPLH2Hev/MK5DcKbISPyYfj8ce5q81d\njOs6jvoB9QnxCSHIO6jCXcy5i+TkHFPRNWvAlV/T6vCS1vEMhBBYki1kxGcQeyCWk6tOsm/hPsxe\nEoE+dkamfYx3ahzs3Aldu1a2uB5NddBLq2LlePxx57HDHMSxqNCm2LAoFg5fPsyyY8uw2C1YFStm\ngxmjbGR91PpSX/PIU0eICItw5cfIixDaCLZj60jx8Zq9syPfXUHXzGbIyNDsq3UqHL3znA+TycT4\n8eN59913XSBV5U/3F0VVlktRFWLTYzkYe5D7frmPRzs/SpY9i3RbOl/s+aLYawR5B5E4uXRhuz3p\nfuWeFJkzZwNjx/Z1UbtV/yVdVfCk75MrSTyTyEdNPwJANskEBsmExh2niThNa9+zhHZoqHkIuOUW\nuOmmPHWr6z0pL1VRL88ln6PxB41d0tadre902kibZBPH4o9hlI15bLCBPMe+Jl++u+M7wnzDrtx4\ny5Zwwj3mK6UhjlBkVCQEBhRsZj9koRBsu1x0pQcfhK+/LpXf0qqgY1VBRtBtngvQunVrhurxLD2K\nJ/94kj9P/4ksySRkJnA5I+8D5c2tb16xvkEysGT4EhShoKgK7cLbuVNctzNgAPz1l7avu/XU8ST8\n6/rT5q42XNp3iZTzKSh2gR0jWXjjJds01zFxcRAVVdmi6riRq2pdxZ7H9pCUleQMjDLo20Flamvd\nmXUkZuUd7Hi086NISEiSRLvwdjzV9amymVpu3QrHj+fYQDuc6Mty0W7tzp/XVmy7kDDi82ZYU4su\nHBvreldLOhVCtR15TkhIIDQ0lCNHjhAR4cbpHp1S0WluJ/ZeKr0vy92P7aZzvQpehe1GWrQouFDQ\nlapYFUe4dDwXVVFJ+S+Fc1vOseSBJfgEe3Pb/7WmzsSHCCQZKTUV/P0rW0yPpybopSpUTiWcwq7a\nnZ1tVags2LuAD3cUb7974X8X8DP54WPywSSbPGfNkqpqnjkuljwS4pUQwcFIixdrvp2FAKNRSy1b\nQv/+mqsOT/ns1RzdbKNgOyQkJBAcHOwCqXRcza6Lu+j6RelsJB/u9DBfDvvSTRJVHAcPahFXHetR\nli6FW291Xfs14SWtU/FkJmTydujbefLu5xuacwr0DnSx1ES9PB5/nPt+uY+EzASikqLK1Va4Xzgx\nzxfvVs9tZGaCr2/FX/fAAWhXtWdZPRndbCMfVqsVk8nksvY81X6nKsiVacvk+TXPcznjMr8f/z2P\nv+WSYJAMSJLkkkiAnnC/2rWDxx7LOd68GWrVqny5dEqPJ3yfKgqvWl741fEjPSYdgCkHh2No94p2\nctkyuP9+oGbdEx2No3FH+WL3FwXsltdHrS9TQKuPBn9E+zrt8yxGdOuiwWyc392sLHj+ec1BsyTB\nTz+554J//AFNm+aMPOdODrOTQgYAq4KOVQUZy0q17jy7suOsUz7iMuL4bNdnJS6/69FddKnfxY0S\nVT6ffpoTD+Ddd0E3z9fxdFS7SkjzEGfn+bV2i4FXmMD7BO3Y4ew869Q8fjj4wxUDVpWW8atyIgtu\nGrWJgU0HuqztEpGQoD2k3U1+x/+ZmfoCmCpAtTbb0PFMFFVh2bFl2FU7w38eXmS5ev718DP74Wfy\nI8ArAJNsonlIcz4e8jFeRq8KlNg9JCRAaKi2//778Mwzrmu7Jk4P61QMp9acYsmDS4i4I4J6HesQ\n/vgdNOI/SEzUw3QXg66X2vPfOKNk43b1A+rTrUE3PrvpM+oF1HOzZGXkhRfgrbdc05afH4SEgN0O\nNhtYLLB6NfTo4Zr2dQpFt3nWqRLsu7SPl9a95AzduvncZhIyE0pcf0zHMcy7taB/6KqG1QpeuX4D\n/P03dO/umrb1l7SOK7Fl2ji58iR7vthD7KFYbv/qVpo0UuC33+DNNzUD/pYVGMiiilIT9FJRFaLT\nopEl2en32a7asak2fj/+O6mWVGp512Lyn5OLbWvHIzvo1qBbBUidC4dPZ0UpuM29f/48vPpqTl6u\nsrbYBEyH97tGnvXroZqaPngKus1zLoQQvP/++4wfPx6j0TUf01Ptd6qaXLujd/PHiT/K3O78vfOZ\nv3d+oefeueEdnr/u+TLJVdH891/e45iYDUDfSpBEpzx4yvfJ1Qgh2LtgL6dWn+Lk6pPU71yXduGx\nDA9ejPHm/4O6daFTJ81FWIsWeepW13tSU4nPiCfNmoYqVAQCIYTTXahN1TrHjo5yn6/6oAjliu3d\nf839PNLpEXxMPqhCZdfFXfib/Z1JlmTC/cJpX6e96z5ERob2Y0+WtXTXXWVrJyxMqx8bW2SREhmM\n3nGHpkOyrB3fcw+0b6+NqJTAbKMq6FhVkLGsVNvOc3R0NM899xzPuHIuXMcljOk0hjGdxhR5/rv9\n33Ek7gg+Rh+WHVvGPxf/KbbNev71UIRCPX8PndorhIUL8x6rauXIoaNTGBmXM1j+8HIAQluF4mtP\nIWrxDppzksCm9eHcOS2wQ76Os071ItOWSdg7xQQoKSFmgxmA7w58V6Ly7/79LgmTEgj2cYHHrF9+\ngYceKn87NpsWCbB2bTAYUCQDhugLZZNHp8pSbc02FEXBaDSSlpaGn5+fiyTTcScL9y1k5NKRRZ5/\nIvIJel3Vi9q+tenaoCteBi/MBnOVDdf96acwblzO8SefwFNPuabtmjA9rON+rGlWfrr7J06uynFK\nPqrNDhofXqkd7NoFXar3wl5XUp300jHqbFNszu2hy4cYsHCAS6+z9sG1Fb9Y0IEQOeYaiqLZIk+a\nBHPnuv5anTvD7t2ub1enWHSzjVxcvnwZb29vvLyq/sKymsIPB3+44vnZu2Yze9ds5/FXt37FyI5F\nd7Y9naee0szZHAMQ//5bufLo6OTGbrHz0z0/4RvmyxMHniBs3Y/I778Lj06AB7/JWe2qUyMxyAYM\nsgFvozeKqmBVrNT2rY1JNmFTbaVq66muT9EwsCGPRz5OkLebF53abFqCHPvm3EkISEqCMWPgwgU4\nfdr1MjRuDN9+q13LkVq3dv11dNxGte08Z2ZmEh4e7jJ7Z/Bc+53qIteK+1fkORZCkG5LJ+CNgELL\nj1o2ilHLRjG552RnmO56/vUY0PTKIx+ecr+EgHq5rEzq1t2AbvNc9fCU75Or2fnJTuKPx3PvkXsx\npKXA1Je0hYHXXFNs3ep6T6orq06u4kDMAQyygV+P/MrW81vL3FaIT0ixC8DHdR1HgFeA07b5qa5P\nVdwMotnslmY/4SmG8jub6U0GvkgIrrqmFoN3vAo+Pi6/XlXQsaogY1mptp3n2NhYMjNLF4hDx7OQ\nJAl/sz/dGnRj54WdRZZ7a2teN0GDmg1iwNUDmNRzkrtFLBfz5mmmGqAFTBlYSTOTOjr5saRY8K/r\nT+KpRM6sPk7zkEQtXPDs2fBZyf2161QNhnw3pNxtGCQDE6+byBsD3yj0fIGOVHq6NgIsBCQl5x35\nzb/vyrxBg2DNmnJ/3vyM41MGsZq1DALgyy9h8MMuv4yOh1CtbZ7PnDlD8+bNXSSVTkXy7rZ3eX7t\nlb1mFMfOR3bSpX4XZEl2kVSuZelSuP12bf+772DECNe1XZ1sK3Uqjgv/XODLbl8C0CQyjOa7FtGd\n7RjatYbrroPRo13nT7EGUll6uejAIib/OZnzKecLnIusH4nFbsGqWEnKSiImvWzhr1NeSCHAq5BZ\nwr17Na8sVYC1DERGLZAMKMhoK7oVDASSQlsO56m7nFt4mo85R2MAHn0UPv+8wj+CThmosn6eJUlS\ngH2ADNiBLp4g1/Hjxxk7dixJSUlYrVZ69+7NnDlzyMzM5NFHH2X//v0IIQgODmbVqlX4VkbM+2rK\nF7u/4NnVz6IKFUnK+U5LSEiShISW5ziXbk3Hy+hFoFcgl9IuOcs3DGzI//X6PzrW7UiPRp7laN5u\nhyefhC++0I7//Rc6dnRN2654Set6WfOwpFhYOX4l57eeJysxgzDLRdpykG7GPdqCptq1oV8/GDu2\nskWtklS0XmbZs/CZWX6TgWPjjtEy9Mp+vIvUy/R05g4ZQsyZMzwRG8tVVmtOpXHjNFdtBw/CunXl\nlrM82MPrcWHnxTx5c+dqEy3JyaVrKzpa80KnUzVwS+dZkiQvYBNgRjPz+FkIMV2SpGBgMdAYiALu\nEUIkZ9d5ERiDptgThBBrsvM7A18B3sAKIcQz2fkpQojA7P1BwOrSvKSFEHk6WKqqIsvlH20cPHgw\n48aNY2h23OQFCxYwevRo3nzzTeLi4pg1axYAJ06coEmTJpUWDtxT7YrcLZcQglRrKrXerFVs2c71\nOrP7sd0VIldpECLHzSdsIDq6r0seui56SVcJvTx06BBt27atNL30pO+Tqzi2/Bg/3JqzgHfEaxHU\nn/Iwfmhhufn3X22BUxELsqvjPXEFlaGX+2P2E5cRh4SELMkkZSVx2+LbyiMCD7Z/kIW35/W1WZxe\nDh06lL59+3Jy716afvQRsiRpIwi5fXaazRAeXtAJvqtITQV//ysWKey7m5YGFy9qrp179y7+MkOG\nwMSJEBzsugGRksjpaVQFGaFselnsm0wIYQH6CSE6AR2BIZIkdQNeAP4UQrQC1gEvZgvRBrgHaA0M\nAT6Tct6gs4GHhRAtgZaSJN3okD3XJZ09ofT0dAYOHEhkZCQdOnRg+XLN5+jZs2eJiIhg5MiRXHPN\nNZw/f56AgACef/55OnXqxPbt2/nrr7/o3LkzHTp04JFHHsFms7Fr1y7uvPNOAJYtW4avry92ux2L\nxUKzZs0KfPZLly7RoEED5/HVV18NaD6kc+e3aNGi0jrONZE90XuQpkvIr8oFOs4f3PgBW8ds5fCT\nhzn7zFnOPnOW88+eZ9ejuypJ2iuj5Iol8NBDHjdaUSX0sm3btoCul66k6Q1NeWDNAwz5eAj+df35\nfspRPjBNRNx1t1agUyd48cXKFbLmUiq9rJVViyeHPMlXr3zFuFvG0cm3E/6z/Hku9Tk6Lu3I1hu2\n8mevP+m0rBPtf23PmPNjODXuFMv6LeOGYzew57E9zou1iYWeZ+H0b9/Qa4zEqOea8fzUa5k49Vr8\n03fT8sIFbQT5r79oe/EirFlDre3b6ZmSQujff8OyZTS/+WbkBQtg/vyCzu6t1pJ3nH194fJliI/X\nQsOnpGi93MxMLay1zZZj5+xIxXSci8LfXwug2atXjve6jAyIi4NjxwqWX7kS+vfX1ESStKRTvSiV\n2YYkSb5oo9BPAN8AfYQQMZIk1QU2CCEiJEl6ARBCiLey66wEXgHOAuuEEG2y8+/Nrv+EJEl2YD/g\nA9QFgoQQqKpKRkYG/v7+xMfH0717d06cOMHZs2dp1qwZf//9N127dgVAlmV++ukn7rzzTtLS0ggI\nCOCrr75i5MiRjBw5ki5duvDUU0/RqlUrTp48ycSJE9m0aRMffPABNpuNuXPn8t13eR23f/XVVzzz\nzDP07NmTG264gdGjR1OrVi327dvHoEGDaN68Of3792fkyJG6bXUpUYXqjEpV0mRTbFgUCyfiT/DI\nb4+U6nrL713OLa1ucdOnKTmqCjExcPiw5iL3hRdyzm3erD2cXYGLRrhcqpcWi4UWLVqwfv16mjVr\nputlFWHfwn0sHbkUc4AZhMDfmoiPNQlfbxVfPxmfAAM+QV74hvniWycAv4bB+DcJxb95PcyN6yKF\nh0NgoN6DoGro5eCxg1ldf3WB6wZkQcqb5ZHcDQwerH2vZBn+KCRq7RNP5EQElOWcssWlkpTLVSYl\nTebRsTJZtoIW0wKpECtqLXXvIXPzLTJGbyOylwmTtwGjEUyygtK0BUZ/b8xmba2uqkKzZrlnKnVc\nhdtsniVJkoHdQDPgUyHEi5IkJQohgnOVSRBChEiS9DHwtxDi++z8L4EVaJ3nN4QQg7LzewGThBDD\n8k1DdQf+njZtGqqqsmrVKs6dO4ckScTHxzNhwgRsNhsLFy5k/PjxThlnzJjBlClTkCSJ77//nhMn\nTjB58mS8vb05c+YM//zzD/fccw/ffvstgwcP5vfffycyMpKkpCRUVcXX15fIyMgCnz0tLY2TJ09y\n9OhR4uPjefzxxzEYDNhsNk6dOsWpU6c4ePAgDz/8MGFhronCVFUQCLaznUtcctog50bNXmBhxowl\n+y+GGFKkFABkIVPaP2Ouv/Ocx4IFQ64/I0ZkZAwY6E9/WlP5vjPtdiMzZ05xHvv6plO79mVq147F\naFTw9c2gW7edeHlZXHbN6dOnu3p6uNx6GRMTw8qVKxk1ahSArpdVkSwgDaR0Fb+4DEzJVoypCnKa\nipQJaqaE3WLEZjWTZfcGAX6k4yelE2ROokvdf1h50xAuh4dX9iepFKqSXt59z9188/039L+xP6v+\nXEW7ju1ISk/Cjh2zr5lmEc34lV/xww8rVpKlZBrZG5GRlUFGZgY2xUZ4nXAEAlVVsFizsFktGNMt\n9M7wwyhJIFQkASlekGZSkQVIQmTna1shVMzCgFkYMQsjpux9L2EilhhkAbKAz/6ARil579WmXr1Q\njEYkIZyJXPtXTFCichRVThUIFVAkhJBITgwkI80vT/fZy2TBbLBgECptLEeK/d/P5TE2cT2t2xzB\nyycLRRgIrxuDr38mQpKcKTdWs5mzjRvrP16vQFn0srQjz4HAEmA8sFkIEZLrXLwQIrS8nefsc2L4\n8OFkZWVx6tQpRo8eTefOnRk9ejQbN25k27ZtvPTSS5w6dQrQ7Gpuvvlm0tM1e7wxY8bw3XffYbFo\nnZH33nuPZcuWsXHjRl577TWio6PZsWMHq1evZuTIkcTFxTF27FhGjx7tbA9w2uo4jkePHs2vv/5K\ncvbqAcf5O+64g3r16vHpp59esb67jj/44AM6duxYYddzHB/xO8KTK56kOG6vfzutA1vTo1MPQn1C\nSTqehI/Bp8Lldcf9+v13WLv2BN7eCrVqRXDmDBw5EkdysgmrtRZxcZCQy+Xp7NkQEVF4e468ssiz\nd+9ekpKSAIiKiuLrr7926Us6+7hcejlv3jw++ugj9u3bB7hOL59++mkWLlxYaXrpyKvo77EnH69f\nvx5hE1iTrLSu15oLm06zdsomAGqRxJiw5Vx68FYuDhvmEfK661jXyxy9dJQprV6uW78Oi2ohsnsk\nGbYMNm7bSJo9jYhrIkoUzXBq0t5i9wAAIABJREFU66n0D+9fKe+Hwo53LlyIOS6OjtmROVMfeYSA\nkzkRPN3B9u+/p/t995VJ3vIc539GVvT1izp2iV4KIUqVgKnAc8ARoE52Xl3gSPb+C8DkXOVXAdfm\nLpOdfy8wO3s/NVd+BCBUVRUffvihGD9+vBBCiHXr1glJksTZs2dFVFSUaNeunciNv7+/c/+FF14Q\ngYGB4tSpU0IIIUaNGiU++ugjIYQQGzZsEFdddZV4+eWXhRBCdO/eXTRt2lQUxqpVq4TNZhNCCBEd\nHS1CQ0NFTEyM2Lp1q0hMTBRCCGGxWET//v3FL7/8UmgbFcH69evd0q6qqsKu2IXFbhGZtkyRZkkT\nKVkpIjEzUcSlxwleoUxp7am1bpG3pJT2fimKEGlpQly+LMT580IcPy7E8uW5Dem0NGmSEHPmCPHr\nr0Js2iTEkSNaHbvdPXJdCU21S6fb+ZOr9TIrK0s0btzY5XpZv379StVLd+lfVeP89vPiFV4pcVrK\nMKE88ZQQU6cK8c8/lS1+hVCT9XL9+vUu1cvnVj9X7Lum6YdNxbZz20rVrtv1Of+Lo4SpE7uFEauQ\nsQtQBawvUGzTJiGSk4XIyCj5e8edVJVnY1n0stggKZIkhQE2IUSyJEk+wA3Am8ByYBTwFjASWJZd\nZTnwnSRJ7wMNgObATiGEkCQpOXux4T/AQ8BH2XW8JUnaQ66FEJIkcf/993PLLbfQoUMHIiMjaZ0r\nfKWUbwoi93FiYiJ33303d911F4qi0LVrVx5//HEArr32WmJjY7n++usBaN++PbGxsYV+9jVr1jBh\nwgR8sqMDffzxx4SHh7N69WqeeOIJQPMgMHToUO64447ibqXbcPyiKg9XvX9VoT5A3cHEtRPZNmYb\nPibXR10qCaW9X4ZiAl89+yy8807x5YrDFf9HF+NSvfTy8mLBggUu18tZs2ZVql564P+tUmjQrQFP\nHNDuvyRLKDYFxaJgt9hRLAqKVduP3h3N5pmb2Utn9s6Gfqzj+hkztFVYsm7QWQJ0vQQe6fwIPkYf\nkrKSnL78P9r5UZ4ypxNPc9386wrU3fPYHjrVK9z3tNv1WQg4erTU4bj30KX4QteXUabCiIiAI8Wb\nklyJ6vxsLImrumuAr9E8c8jAYiHETEmSQoAfgUZoJhn3CCGSsuu8CDwM2Mjrqq4LeV3VTSjimqI4\nua7EqVOnaNSoEWazucxt1DQybZkkZiVqv6oQzsV5WfYsMm2ZZNozC2x/OfILa06VLVLT5YmXCfOt\nGraoVqu2oDspSTPBuHgRTp/Ou9gPtGeip6AHSdHxZN4IfANrao6/3zHMo9HQDrBsWbXuQOt66VqO\nxh2l9adFd0IHNRtELa9a2FU7qlBRhYqPyYfZN88mxCekyHpuQVU1V3mKornos9kKbtu3L7xu795w\n//0gyxw/KfPm29pXqGNHaNpEYDQIDAYwGMEo5xzLkkAi2y4bAVK2fXZ2XqNGEBYq8r68HAPZvXpB\nlxJ02KsBVTZISn489WGwwUN9FrpSLmm66xcVfHbTZ4T5htEytCUG2YBBMji3siQXyHMEQZEkzS9p\nafYd29woivZcslq17caNG+jata/zOPe53Md79sBLL+W7PxJ4e0NQEDRsCP/8A1OmwPjxWvyI8uDS\n/6P+kq4wPPW5UJkUdk8Um0JmXAYZZy8Ts/0Mmz/6l8tnNLvbG1lJ95ATmpsyn8qZkaoIarJeulNP\nnl31LB/s+KDI8yefPkmzkIJuLwvDbXK+8gpMn+7SJlPxpxXHiKa+M2/tWhg40KWXKTNV5dlYFr0s\n1mxDp2KxKlYWHVjEqGWjCj0fERZBx7odnSPEADGxMdS+rPXcHPlCBatNYLUJbDa4HCfIyBB4e4Fd\nFSiKQFFAUQSqECA07xl1pAHY5FTsUhp2OQNFykCRM1HkTIRkL9NnKsmiwgrnQNGnum8/Qy3RhH//\n1Y4bN9a8HS1ZonWY9UXLOjUde5adtJg0REIStktxZJy9TNq5BNIvJJMSncbJ03FcsK4mM00lIxMy\nrUYsqhEfMvGTM/E12QnzFYTXM3NduxTqXz9U+xWqo1MIX+39itHLRpep7qc3fUrDwIZFFzhzBk6c\n0AL+eHkRcPSo5kNaVfMmIUqWd/RohflADyCNizTgF+7gLn4B4IYb8paJidHizui4Fn3kuQK59Ydb\nWX5sebnaeKHnC7Svo03tOEZa35kFu3dJ4PzhVPR+y5YSfn7g5yvh5yvh6wfe3hJmo4TJBCaThJc5\nZ1+WJJBAliRkWXNIJ8vZo7yOfElCkrV9bSSY7G1OvqOuJEkYZK1NQ+525Ozy2e1rxwXbcdQtbF/K\nLm8wCEwmMBiFlmTth4HjO5U/3HfuPG+jN81Dqr5v4Jo8wqXjXuZ2msOlvTHO49rE4uNvwN9X4Bco\n4x9sIjDcG9+GIfg0CsW3YSg+Terg3aQOcp1wbeqmhqLrZdm4mHqR4T8PZ8u5LUWWeXvg20zsObFk\nDQrhPvOg5s3BVd4znnqKh+b1IStLULinaJWIFio7/Adw3ni1c5b1QPbgkCxrcWOq8WSOS9DNNrLZ\nv38/oaGheaKNVTYJmQmEvh1aproHnzhI2/C2efK2boUJE7QfyJs3u0LCktG0KWR7PNLxYPSXtI67\neCv4TbKS8vok781G+rO+YOE2bWD7dggIqCDpPBtdL0tPUlYS1827jvMp50mzphVbPuP/Mkq2GP23\n3zQzit27XSBlLmbMcNksiqJAkyZXDrq4fTtce61LLldjqZJmG5IkpQohArL3bwLeA81pdUBAAP/7\n3/+YNm0affr0oX///iVq88EHHyQiIoLFixdfsVxAQACpqalXLDNz5kwWLVqEwWAgIyOD77//nq5d\nu9KvXz/effddOnfuDGihiYcOHcqBA4XbA2TZs0okO8DojqMJMAfgbfTGx+TD3//9zYoTK7CpNlSh\noqgKBw6q7K6lQFQfwAT0LXH7JcGcHdVIlnPCixqN2gKD++7T9g0GbWs05pQ3m3PS+fMbaN26r/PY\nZNLqGAxau479/Kmoc7KsrauwWiErS3tglCXaqqfaYXmSXO7Qy5JSWr00GAzMnTu3THrpCjzp/1YR\nTE7UVsqqisoPw37gxIoT7KcDCgaCSCaQZI6TwgBS8Dl8GCk9Xe88u4iqrJf33Xcfjz32GFA6vRRC\nkGpNLVHHecK1E0i1pmJVrHgbvfEyehVd+JZbtJB9bdsWXaa0fP45BAfD779rZiBldcGUPROalgzN\n/9NcluXGywxhof8SXKs9qb8KNi1TEAYDMW0HgCw7TQslSbMkURTo0EH7LVuRVOdnY6V3nkEz3JUk\naQDwATAIOJO7wPRSGtlPmjSpQEjfwsi/sCw/27dvZ8WKFezduxej0cjy5ctp1KhRmdqrH1AfMS3v\n6IAqVNKsaUQlRTFw4UAuZ1wmsn4kdf3rkmnL5Ot9XxPqG8rhy4cLb/R64PqZwJWnrITQpnIsFi3l\nXyRntZJt/6x5lMjMhPR0bbonPV1Ljnq561itWn5KirbNyspJFovmmWLlyrz5NpvrvFK48Ae+TkFc\nrpclpbR6mZCQgNVqLbJ8ce3plA3ZIHPf7/cRsz+GuB2nSdzennOH4rh4Io2ERJk9joL15vIoc6lv\nitMeGjrlocbpZbBPMOefzetG9UziGZp+1LRA2Q93fMiHOz50Hud/5xagTZucF1JyMuzaxf7du2kf\nEZHz0nS8BDMytJSeDh8UsTgx+8eBq6gFhc3ngBWIzk5Hc7J7sI3t9Ci0rcaNISrKpeLVaDyh8yxJ\nktQbmAsMEUJE5Veq0aNHc8stt3DHHXdw9dVXM3LkSH777Tfsdjs//fQTLVu2JC4ujhEjRhAdHU29\nevXYvHkzCQkJhISEcPvtt/Pff/+RlZXFhAkTeOSRR/K0HxcXx7Bhw5g6dSpDhgxx5kdHRxMWFobR\nqN2mYcOGFfkhyjJtJksygV6BtK/TntiJeX1nHoo9xAc7PiAmPaaI2nmZ9OckJv05yXkc4hNC3MQ4\np02xY/T3SgNAmzbBoEGl/hhXoK8rGyvA1Klwxx3aYojQ0JIv5PPUX8IeJpfL9bJ79+6sXbuWPXv2\nuFQvQ0KKdjlVEdPZHvZ/q1AkScIr0Itfxq7NlZtjS+pHGuHEktU4AgY21Xw+hpbNfE0HqMJ6GRkZ\n6dwvr15ecQFgNibZxNxdcxndaTRmQwnc1o4dC4sXU4SzONfy11/aiHdRU6xGI8gy69dDcRMIS5dq\nZtZmM3xv1N6DQmiL202mivgwRVOdn42e0Hn2Qgv53VcIcaIkFcLDw9m9ezezZ89m1qxZfP7550yf\nPp0BAwYwefJknnvuOdauzXmYL1iwgKCgILKysujatSt33nknwcHBAMTGxjJs2DBef/31AtNcgwYN\n4tVXXyUiIoIBAwYwfPhwp7N4gPvvv9/pEN5isWAob5SMXLQNb4uYpvlbzrBlkGHLIN2WjlWxsu7M\nOp5e+fQV6ydkJnDPz/c4XcDJkqztSwYsigWrYsWu2lGEgqIq2FU7dtVO368U7IqCXVWw2m1YFStW\nRdteFdCUz/stxSz7oCg500GORcauzDtyBGbOLMF9yp5xq10bbropxzzEkRxmJUXtO1xvpqRoI+6v\nvqrPMGfjcr1cvXo18+fPd5avinqpU5CgJkGM3DAS6+n/sJ08R2aqnQsHEti7IZl0/DmDP2fONuW2\neUsw7X0Wc69umGr5YAr0RQ70w7tOEEH1faFTp/JHGqr+6HoJmAwmmoc052RC0QvzbKqNx/94nMf/\neJxbW93Kd3d8h5/Zr+hGv/wSnn8+r8/SrKycEWfHy+nPP6EYk9BiGVB8WPFbWI5A4ubsY5G9uF0g\nISFIIoht9OS22wqvP3kyvPlm+cTUKZpKXzAoSVI68BdwWgjxTHae6NOnD15eXvTo0YNly5bRsmVL\nWrduzYcffsiYMWMICAjgwoULrFu3jgcffJC5c+cyfPhwgoKCiImJYc6cOUyaNAkfHx82bNjA0aPa\n3EZycjIPPPAADRo04LXXXiM0NJSbbrqJxo0bFyqfEIJz585x5swZduzYweDBg+nQoQNff/01gwYN\nol69egAkJSWxaNEiZyQld2PFig0bduxE/RdF3YZ1nceOPwUFFZVs53WoqPzBHyiSUq5r3yxuJpxw\nzJipS90iy0VFRdGkSZNyXSs3Z89eRUxMHWRZzZcEqiqjKDKqakBRDNn7jmRw7iuKTFLSXiyWwZw+\nXdDvZ9260dSpE4MsKxgMCkajtj14sB2DB68iIuJoIZK5Blfer+nTp5drYZI79BLg7bff5umnn3ap\nXu7evZuBAwdWml66+nteHYg6FUWTmCYEnE8hJDkBG2ZUu4Swywi7jKrIxGfkBEkK4zL3sohLbeqy\n/5prONGiBWo17EjXZL1s164dXbKDbrhCL/ewhxOccL7fjkvHS1SvtqiNjMwIRhBIYIHzxemzyWaj\n686dhMbH0+Xff4kJDyche5Rdyu5PRRw7VvoPVAZqkUQKtfLkGQx2pkx5rUKuXxxV5dlYFr30hM5z\nChAOrAN+E0K8IUmSeOWVV5wLIPJPQ+3evZuQkBB2797NxIkTWbduHZ06dWLp0qVOpQ4JCeHkyZMc\nOHCAqVOnsnbtWry8vOjXrx/Tp0/n+uuvx9/fn7vvvpv69eszswTDnNOnT2fPnj0sW7as0IVJt9xy\nC/v373ffzSqC0hjlK6rCl3u+pGlwU2RJxqbanKPOudOcXXPYen5rse292OtFQnxCMMpGTLIJk8Hk\n3D9x7ATt27UvkO9t9HYuhnTsB5gD8DX5Voh96oYNG+jTpy87dmijzQ4bboslx5b73Dl4+eWCdX/5\nRTONu/vusi1WLE4uTwmS4i69DA0N5cSJEy7Vy19++YWFCxdWml5W50UxZaUk9yQ9Np20C8lk7D/J\nwlGaZeezvEsgqdpc9V9/VYCkFUtN1sv8CwZdrZd/HP+D+XvnO4NmyZLM2tNrSchMKLT8kaeOEBEW\nUSDfJfocEwPHj+dEE8w/verIs1hg2jRtceHhItY25aZdOy58+DM793nxwrTdXE7thxUzVswoGFCR\n6dJF4u+/tZnVyl7uUVWejVXS2wZaBz5LkqSbgU2SJF0qSyM9e/Zk8eLFTJo0iTVr1pCcnAxov5yD\ng4Px8vLi6NGjbN++PefCksT8+fO56667ePvtt5k0aVKeNo8fP44syzRvrq11tdvtRf7ihoqxryyM\n0nw5DbKBsZFjiy3XpnYbPtj+AV4GL7yMXngZvJyrl42yEbtqx6bYsKk2LqVdcu7bVTs21YZNsWGX\n7Rw6eEjbz863KlYsdi3styNl2jOJTddsvoO8g0jKSnLK0S68HXX96/LpTZ8SYA7AKBu1Tnh2Z9yR\nynK/uncvukxWluY3//Rp7TlnMGi21bNna7N2Y8bklP2//yuZiUlJ5fIQ3KKXSUna/9aVerl3795K\n1UsP+795BCW5J37hfviF+3FRAVhPXaK1jjPAVVe5U7yqTJXVy9w2z+A6vTwRf4KWn7QsVZ07Wt9B\nq9BWhZ5ziT7XqaOlknD//Vpnu27Rs7iEh2sjPYcO0WBABLcDtxdVdjdQAhPvArjhB2t1fjZ6QudZ\nAAghEiVJGgJshHyBLIrYz820adMYMWIE3377LT169KBu3boEBAQwePBg5syZQ9u2bWnVqhU9evTI\n05YkSSxatIhbb72VwMBAHn/8cef5tLQ0nn76aZKTkzEajTRv3pzPP/+8SDmq06r+zvU6s/D2hSUq\n63CfZ1ftHL58mMgvIouvhLZg8q42dyGEQBUqF1IvEJ0anafzfDD2IAdjD9Lqk8IfdADKywqy5FqH\n9wYDfPRRjteRTz7RRp3vuEPrPDuYPBmGD3fppT0FXS913IoQgjf838CWYQMgnlD20oGmj99I4I09\ntFVP+v8uP9VCL7dc3MLBuw4iTa+Y/+/ZZ84S6BWIj9Hnyu7rKos6dfK6obp8OW9YwNjYgnVczbp1\nJde3vXs133c1mEo32yiMsjh9t1qtTt+S27dv58knn2TPnj3FVywFnjoFUZlyxabHUmdWCX9hl5Gh\nLYfyQs8XaBnaEqNsxCAbMMpGvAxeGOTS20Ve6X6VJvBU+/bw44/Qquh+vcvkKi2eEoyhIvSysvHU\n50JlUtQ9ObflHElnkzCYDdguJ3Nk/nZO70/Fbssp05aD3MXP2qrhiILT6lWZmqyXub8TJ+JPMGb5\nGOfosyMCrCpUFKE4I79CTsfbkXcx9SKXMy4jIWFVrCii+DU8c4fO5bEuJXMjV6n6XJk/Fm+8MSfc\nOOTsC5E3GY3w/fdXHinPpqo8G6uq2YZLOHfuHPfccw+qquLl5cXs2bNRFEVfae9mwv3CUV7WRp2t\nipU0axoJmQnc+/O9HLl8BFmWaRDQgF5X9eKb/d+U6Rq/H/+dLee2cOCJA9T2q+3iT5AXSYL33tNm\nyLy8tAGAuDiYN69g2f37tXe7quoDZEWRXy+/+OKLyhZJpxJZ0HtBkeeacIa7+RHfHxbA8J8qUKqa\nR2XrZYvQFmwefeXQuKcTTzP/3/kYJIM26o028j1tw7QSX2d42+FM7zudZiEFF4d7JFFR/P3NSWyf\nz+f689+75RIiewYhTySVxx+HV17JiYjm8HfnOJ+9sFQnh2oz8pyfgIAAduzYQZuKDqlTQ4n8PJLd\n0S4Oc5qPYa2GEeoTiipU5wiFw2TEkedIAm0UQwhBs+BmvHfje5gMRTu9vPVWWL68bHLt26eNQnsS\nnjLCpVNzSDydSOrFnAh09nQL9n8PYE2zYkmzYUnMxJKcwbYVyXlGmnMzjVdgyxbo2bNihK5gqrJe\nqkIlKikKL4OXczTYMVqc+3mb/xmcO7+wvKLqz9g0g7/OuM4Gt0lQE85MOFN8wZKQkZGz7xiddfhd\ndSRH3rZtqKPGoApACCRVQVLsyFYtxH1ymx6kNYoAqxXJamXHVhu3s9Q1crqKTZugd+/KlsJtlEUv\nq2XnWVVVDAYDqamp+LvaJYJOoSiqglWx5unYOjq1UUlRdPuyW6XKl/xCMoFeBd0SORgzBn7+WXve\npRUfBTYPQ4fCb7+VU0AXU5Vf0jpVk+lSySPbdWQPzTiF17jH8KodgCm0Fn5XhRJ4VRBcc03Jbaeq\nGFVZL38+/DN3/3S326/jCt654R0CvQKdph6SJHFtg2u5ps415W987VpXRxMrltd4CYGEiuz09wzk\nyRs3TtLirBglZIOEwSRhMGTnmWRko4TsqCrLeUeZJUnrHHfokHNcg9A7z9koioLRaERVVZcuFvJU\n+x1Pl0sIwaKDi4jLiEMVqtONUO6pOKNs5O///uarvV+5VIabWtzEihMrCj1nkk0YZAPPdn+WqddP\nxWwwO22o7723oB/8iIicICxGo+ZxaNcu7dyOHdCtnL8PqqPNc03AU/WvMlm/bj29r+uNNc3KO7Xf\nyXOuFkk8zJcEkKaN4GUHzqgJVCW9HP7zcH489KPL270S7etork1zj0QXtl/YseNdEhEWwS/3/IK3\n0btMMpRYnx0jy4qS44Yut21w7uMDB8DTnxFdu8LOnS5tsqo8Gz3G5lmSpBA0R+4CqAcowOXs425C\nCHt2uXBgHtAIMAFnhBBDy3v9qVOnIkkSXbp0wWq1MmXKFO69915AW2Xcp0+fAtGRysvx48cZO3Ys\nSUlJWK1WevfuzZw5c8jMzOTRRx9l//79CCEIDg5m1apV+Pr6uvT6nowkSYy4ZkSx5R7r8hgLbi3a\nJrIwtpzbwroz6wDy+JM2G8xISLz797tF1rWpmnu9N7a8wRtb3sh7sjXwSt6swy8X/DF25gw0bQrX\nXqstmK5fX0smk+bmrmNHmDPHM/oHla2X06dP54svviA8PFzXy2qMNc3K3vF7+SdqM8aMFCAnZKcR\nO/cHLicgJQ2yfXHXdCpLL22KjUOXD9FpbqdCzwd5u9bO9Ydrf2D4YM01kUfpZUICREU5O7sBR46A\nt3deU4z8neH8HWUouLAuf1qyhFUrVM6cUjEbVdauUZEpmCQEMipjmE8Ptl9R9DxMnAhvv+2WW6RT\nELePPEuS9DKQJoR4r5Bzc4BDQoiPs4/bCSEOlveX9Pjx4/nyyy/JyMjg5MmTdOnShYSEBJcuHlRV\nFTnX1OLgwYMZN24cQ4dqz7JDhw7Rtm1b3nzzTeLi4pg1axYAJ06coEmTJpgqO+h8DSMpK4ngt4LL\nXN8oG+nbpC9mgznPSPZLvV8iIiwCf2MtlMxA0hJ9SIo388zIq8GSN/LThAnarJiPj/Zs9vLStiaT\n5pWoZelclV6R4n5JV4ZeTp8+3RnIQdfL6kXapTSykrOwpFjIiE3n+6GLnOce5XPq39AWVqzQpmxq\nMBWpl7ldiOZOilC48dsb2R9T8gAlJtmE2WCmQWADFty6wBkYyxH4Kr//fcesnsOFaKXpZVEjwbn3\nw8Pz2jBXF9LTQR8MKBEeM/KcjysJVA9Y7TgQQhx07A8cOJCkpCRsNhszZsxg2LBhAMyYMYPvvvuO\n8PBwGjZsSGRkJP/73//yXlCS6Jm94KR58+b4+fmRmJhIWFiYM/qSn58f8+bN48cftWmpjRs3MmvW\nLH777TfWrFnDK6+8gtVqpVmzZixYsABfX1+uvvpqhg8fzp9//smkSZO45557nNe8dOkSDRo0cB63\nbdsWgOjo6DzhKVu0aFHK26fjCoK8gxDTcl4wQghnMBfH1qpYnYFcHPmO/dzncneeZ24uIjrKi/DX\ng+vJzJBYsUJi6VKJs5LK6a0h+KReQ1aWFlwqKws2bsyppigVZu5Z4XqZG10vqw9JZ5P4sMmHzuOr\n/WOJIB5vssgMb4xft75wa78a33EuIWXSy6L8JUtIYAcZGVmSMRlNBPgGICjdj2DHLN3x+OM0DGzI\nmb1nrqiXJl9TxeplFbbRPUQbrJhR0R78AolIyrj4fts2bXQmLEzvOLuZyn6afQosliRpHNq01QIh\nRDTA0qVL8ff3Jz4+nu7duzNs2DD++ecflixZwoEDB7BYLHTu3LlA1CLQQnMPGTIEgD179tCiRQvC\nwsLylBk4cCBjx44lMzMTHx8fFi9ezIgRI4iPj2fmzJn89ddf+Pj48Pbbb/Pee+8xZcoUMjMzCQsL\nY5fD0DUXzzzzDP369aNnz57ccMMNjB49mlq1ajFmzBgGDRrEzz//TP/+/Rk5cqQzApOr8FS7Ii0M\ndh+nD8/c29w2a7m3jpXXpTlX2rZ27NxBl8guKKriXNjo2DpGZgo759h+OPhD3tr6FhdTL17x8w/4\npl/OwY1o66ezZ0JvavgAM9p/g80G336rRS6EDURH9yXXO6WycIte5saVeglUql56qv5VFImnE+k3\nox8bX92IalO5b+9ktjZvTF+Ad76Ghx6qZAmrDUXqZVG0XdWWPZv+n73zjpOiSBvwU90TN7BLZsl5\nJUcFI4soGPAwnVlP/e4+PTHHkwvg+XlG7s6c7jz01FM8EBQ8wAMWFVCQnCQHJS1p4+yk7vr+6J3Z\nmY2zy+zu7FLP/urXqbr67d5+q2uq3nrf1WG9vPPOO8v9qI0cEVq9ejUPPPAAS0p+0Yd+1E6YMIEe\nPXqwZcsW3G43z3z8TI31MlJP4q6XHo/VEwHlTSnKesGITEuXWuGxNQ127qy4bJvNCjNbR/QjhrDc\nsXLWWbHnvesuePXV+F27Appy3VgfZhuTgYKKhqFKjqcDFwGXABcC/YGjd999N1999RWaprFp0ya6\nd+9OQUEBpmkye/Zsrr32Wi6++GJ69uxZYWXw9ttvk56ezvbt2/n888/JzMxk/PjxDB8+nMsuu4wr\nr7ySO++8k/PPP5/XXnuNrVu3smPHDkaPHs3OnTvJyMhg586d9OjRg7POOou33nqLdu3asXLlSjp1\n6lThvR46dIh58+Yxa9Ystm3bxrp167Db7Xg8HhYsWMCXX37Jv/71L5YvX05mmcga3qCX+TvmR4Wd\n1oU1nG1Kk/Pfi68taJKyCAqqAAAgAElEQVSeQrItjRL39GUamWYF+ySS6MYooUYqJiAxpcS0/PGA\nKEkhpLASAqQGUqBpoW1RMitai1iPyF9yjojcV6Ysyh3TylxTIEvWpVmMIBVM3UqyZGnakBHbMnS8\nZL1022Yt22wCZz5IHSE1Sxa00hnemgnCLLdEmLTc+z903P1bdB3WrAG/H2bNymbChKy4/H9jGB5u\nMnrZrVs3vvrqqzrRy1hoyh+I6vDmeXk2/dmY8j7G07j++Te46aY6lipxqSu9LDs/oxyS8IQ6XbP8\nJmvCqquCwSDBQBCBwDRMkpOT0XWdooIibDYbTocTl8tFQX4BTocTj8dDMBAkIyODIzlHCAaC6LpO\nMBDEZrPhdrlp26Ytu3fvpkvnLjjsDoQQeIo8pKakhieKG0GDgoICcnNz8Xl9DOg/AE1oSFOSl5dH\nXm4eR48cZfDgwSQlJYXljZR954md4Ynohf6q3SRltszkh7t/qPhgTk7s4bTrEA9unuZx7ARw4EfH\noHmqga6Z2DBAmhTmm+gYaOxHpw0aoW2TIYNM+vQySicyRi4jJzcaBkycWOfhcRtL3ZioZhthhBB3\nAb/CmghxiZTykJQyF/gI+EgI8TlwHlgP/corr2T//v1s2LCBcePGsXXrVgoKCvj444/Jzc1l5cqV\n7Ny5k/z8/KjrZGdn069fP84880y2bt3K1VdfzS9+8QtycnJYu3YtHo+H9evXU1xczJQpUzh+/Dhu\nt5vnn3+enj174vV6Of/88zly5AhXX301AFOmTMHn8/HKK6/grmb21+DBg1m+fDl33303GRkZ4f2t\nW7emZ8+e3HvvvVFhTwHWs55Pxacn+YRjx2MU4jEiKptPPoa955Y0AGvSSK3iWKisSjDjfE+9e29l\nzBhr3o0QoUTEutWwF1rJtq2S41WdG3EMutVe2L4B6DsFgIsusnatWQNr1mSfxBOoHY1dL3Nzc+tM\nL2MlOzu7Vuc1CZqByI/W8ySKGMRa9ndoj9Q1nE4vyzNGsmbVKvJ37GggQRsXNdHL/v/uH9bLadOm\nMXHiRLZu3Up+QT4jR47knX+8Q8+ePWneojkjRo4ASrtNvv76axwOB2eMOINtu7exYMECrrn+GmbN\nnkW7du3o3qM7vXr3Yu9Pe1m7di25ebm4XC6u/vnV7Dqwi63btnLmWWfy2ZzPuPHGG61Sj0nem/Ue\nWddk4XQ5w9eiqPS6YRnckhlfzKCD0YEWrVqE92OH5fuWwwno1q9bufOKKGKX2BXz89x6bGul5i3n\nyfP42QMP4PZ6rW4hIdANg1+/+WYt/nPl2dazJ1t7Z4Zdy5lomEIgpYYpNEyhYwqNrV1643G4kTIJ\nKQXBoI0NeWlIqfH++zdXex1tg8HvL38yNqG2bLECo9QxTbVubNCeZyHEaOBbKWWxECIV+Ba4Bfj+\n3nvv5cUXX+SPf/wjkydPZu/eveTk5HDnnXeydOlSMjMzKSgoICkpiRYtWvDJJ5/Qu3dvnnjiCZYt\nW8a4ceN48MEHGTBgAO3btycrK4v33nsPv9+P3+/nzDPPZNq0afTr14+ioiIefvhhHn30Ubp06YJp\nmnzwwQfcfffdfPvttyxfvpxHHnmEQ4cOsXHjRlq0aFHuPufPn8+YMWOw2WwcOnSIYcOGsWbNGnbs\n2EHfvn1JT0/H7/dz8cUXM3HiRK688sqo8384+gPjPxzPzhOVDB3VNXmdIJBU2vj99n5YFVs400Qi\n1BAdMACeeabJuoutlpPp4VJ6qagJUkq+/eu3LHhwQdT+x3ga1/R/ws8bh2/g+kDppcXJ6uWag2sY\n+lb13lqu7HMlDt3BhMwJtE5qHfk/CE9mFEJwesZwkl2pVRV1cths8PDD5Scwlg2wEuoVvvBCuPpq\nnnwS/vCHqoueOhVuvNGaeJ6WBiqocs1J+J7nChgGvCKECAAa8LaUcpUQgpUrVzJo0CAGDRqEy+Xi\n/PPPZ9y4cQwcOJBBgwZx6NAh+vbty8SJE/H7/bzwwgu89dZbgDVDt2XLloD1UO69917uu+8+du3a\nxSWXXMLtt9/O3LlzeeONNxg/fjyvv/4655ZEz9F1nZdffpl77rmH7du3h93dzZ49mwsvvLDSG1mw\nYAH33XdfuPfrhRdeoE2bNsyfP59f//rXgDXjePz48RV+oPu82id+T7U2pP0YtfnLP6zk9fG3Y9NK\nXxEpLdOvYBACASuVMVktQzZYlo/1xrx5pcsHHrDmTmiaVaFompW+/jqb0aOzwn7iE4UEGuKqE72M\nJJ56GZq0WBEnq5exkED/twZBCMH+b/eX2/8jneh1112q8Rw/GrVeRurJyepl1/SuXH7a5Rz1HGVj\nzkZyvbkVPrCZW2YC8NHGj3jl4leQSIJmkNuH3F4+aFZJR2L24sVk3Xor7NsXw78kRoJBqzcnRsyv\nv6H/H65my5aqcmUDWTz0EBw4YIl/8cVwwQUnKWscacp1Y8IGSZk8uTR+vZSSffv2sXv3blatWsWY\nMWNYsmQJTqeTyy+/HMMwWLRoETfffDPZ2dn88MMPZGRkMGHCBF5//XVuuOEGpJRMmzaN+++/H4Dd\nu3ezYsUKrr32Wt59913Gjh1LRkYGL774Iv/7v/+Lz+fjb3/7G263m2uvvZZWrVqxZ8+eqJnAdY1E\nYlTy9xM/MZe5DGIQRflFJDVLwsAgWPIXuf6j+LH6i1XCPfIeWlC+56BCeaXANEuGokzBnj176NSp\nB6ap4fEks2iRZbdtGDqmqZGRcQCbLUgwaMMwbJimhmFomGYo6eH1zZv7ha/TsuVRZIkNcyiZplZu\nX2XJNJcAo5Ey1PNghs0xDKP0x0L79vvJysqmZ88dJWYbdUs8368nnniiToIxnIxeOp3OsFlEPPWy\noanveiEh2QD6agNzT/n+mJEsozfb+Gr0uQRdOsEkO8FUG4FmdvLS0pCn0PDQqayX8dQTL16WsYxC\nClkj1tT4/Ovl9fSmYt+ge/bsIQu47PPPEVLSLD8fzTTR4tRWWjdwICuHD0cKgdQ0aykEZklkv/z8\nFL75+lx+3Nc5yp55FcMwiexWzqZs51TXrrv5xS/ejYuc8aCx1I210cuEbTxXJte5554btoucNGkS\nU6ZMYdWqVTzyyCMsWrSIp556imnTpnH06FFOnDhBr169WLhwIVJKsrKy2L3bim2/ePFiXnnlFWbM\nmMHo0aOZOnUqQ4cOpVu3bqxatYqCggLGjh1Lt27duOqqq/jVr35Vn48gbkgp0f5Ys4/TkHZD+PCq\nD8lsmRnXCI2JSNnJ1z4fpJeJDdCmjRV8KSnJ6slOSoLkZGt+SYsW0KyZ1QufmQnDhjXMfZSlviOZ\nxaKXTqeThx9+GOCU18umijQlRUeK+GrKYla+sRqAthzChZeClAyOFzrDeVvpx+khd+A4rTvOFBvO\nFCfONCeOdDfO5sk4WyTjbJWKo3Uazrbp2FqlIZo1g9RUSwEbYd2k9DI+LNmzhKx3s2p83lV9rqJv\n6744dScO3YHTVrIs2XboDpIdyaQ4UqJSRkpG9d9C04TzzrM8eNQx4/mctQzGj4MgNiQCPw48JEfl\nmzXL+n653aUp9P1yuRqlCtUJjdFso1q2bduGpmlhdzVZWVkMGTKEOXPmcO+995bL37VrVw4cOMCg\nQYNYvXp1WPkB9u7dy3fffceIESP48MMPw0NPleF0Ovn0008ZO3YsKSkpXH/99fG9uXrgv7v+W+Nz\n1hxaU6kZycsXv4xTd4Yd4u/J3cOCnQsY0WEEtw+xzDw0oYWHx9w2N13Su5zsbdQZIVOOEC4X5OXB\niRNQWGitezxQXBy9LCyEQ4esORczZ1r5QkycWFpBJSdbHpSOHoXnn7fs0poCtdHLuXPnAii9bMII\nTZDSNoVLXr+MS16/rNzxbXO3UZRThKZrGH4D3/fr8R8r5OjBYnK2eynMDVJQ4EXiA45Xep3HeBrX\nu28pN3hlOFX0clTXUVF++yPZmLORVQdW8f2B7wmaQStYjDTwBr14Ah5W7F+BJ+DBE/BQHCymOFAc\nXs/35VdYZkW8fPHL3H3G3aU7NA1eeQW+/NLaLulJRsroVmrZFmvkdsj+ORi0bJ8PHbLKLMMcyusW\ngCjjv/vyy6u/j++/T5xOn8ZEwjeeCwsLueeee8jLy8Nms9GzZ0/eeust5syZU2H+q666irvuuoud\nO3fy2muvRbmeOu2003j11Ve57bbb6NevH3feeSdA1C/Ksr8u3W43c+bMYezYsezZs4fHH3+8Du7y\n5KjKrujCHhfi+52PPG9elL/ioBmscD3k6/iHoz9w+2e3lytvU84m3lj1Rrn9X+/7mheWv1ChDL89\n97e0SrKG8UI9JIY06NisI9f2u7bee7ers8Nq1sxKsfLOO5arucmTLRtwh8Oq77Zti8731lvw449Q\nYo5fY7kSidro5XvvvceAAQMYMWJEXPUyNTU1HKmsIWhM/7f6orJn0vtSa6jcl+8jZ1MOZu/R+At9\nZF8aikio0Yl9pFKAo21znMk2nMk2HM2cOJq50JKTaNGzBc6RH8Po0eXKP9VJZL2saz0Jfce6N+/O\n1dOvZuuxrTGfO6LDCFomtYwKgBXJh1d+iEQSMALhWAA/71uBLf/gwVaKFzF8Gx/meabyEFXH16mY\ngQPrtuHclOvGRme2EStlw4HGg0R9Eeparr8s/wsPLqg8WtzJcOzRY7Rwx2ZTHS/q4//461/DG+V/\nYwBw/Dg0ryBSeDzlqu/h4VOZRK0XGpLqnsnyPy9nwUMLKj0Olru7ibxC0od/hyYyunAq62Vd6okp\nTfQ/1t7NxHMXPMcjZz8CJIg+//AD9Kl49PcxnmEX3SlgNwt4GEnF7ZydO6F797oUsnoS4lnGQG30\nssk2nhXxY92hdTy/7Hnsup1kezJJ9iSS7ElRQVxCPdiRaf3h9SzZu6TKsidkTrDMO+zucHCYUICY\nkR1HcsOAG9CEFVpWF7rlHD9BDLWkhB074OBBy5wjMv30k9UTXREXXQT/+U/dynYqf6QVic+SPy4h\ne3J2tfnG8R/an9+Hzj8fAZdcAp07171wdUhj1EspZZWjldWNYtZkvabX8Rk+vEEvvqC1fGftO2G5\nW7hb0DmtsxX8RZqsO7wOh+7Aptmsb5Zp8MLYF7h3RHlzlgbHMODuuyvsgZnJFSxhFEFsBLATxBaV\nDHRMNP76okaXblqpbWJ1SYiqjxuG1aC3JbzBQo1RjWdFQmFKk+mbppPvyw9Xek7dGbY98wQ8/PGr\nP1ZZhtvmxpAGpjTDSSBKG9SaXq5xHVoXQkOgoaEjsNYtjxuAFJhScsgXu5P9eLP7vt10Te9aJ2U3\nxo+0onFhBAyWPreUwoOFCE0gjh2F775D6BpCFwhNQ+hWQAhDWB91w29iBE2MoMTrhWN5NvI8jmqv\nNZkpVmPi5Zfr/sbqkLrSy1/O/iUSiSlLo8BWtB4wAgTMQNQyaAYJmAFW7F8BQLI9OaphK5HoQkfX\ndHShW50bFazrmh7u+Ih1varyYjnfZXPh1J24bC5r3eakuas5vVr2onfLir1pNBTz5sHatdH7IqvT\nsuseDxQVga8wwP/MuZweh5eRRxqzmQCAnUCZZnMQOwF0DMZdKEl2VxGWvKpUUUhzw7B6w8syapTl\nB7ayZLOB02lN9nE4rGS3ww03xNe85SRRjec6JlGHIOIl1/UzruejjR+dvEBxJiMlA01o4cZzRb3c\nQTNYpzIk6+mWRVmJyzohrPVQJ3jk+yojJm1UtN+m2WjpbsnS25eSkVoa6U6ZbTROErVeqGs8Rz08\n3/r5er3mnevvpO2Ahg+jXFvqSi+rDc9dA/q17oddt+PQHdg1e7hBGwqJHeqgqGk6fOgwHdp3qDJP\nkb+IN1a9wZB2Q7hz+J1Rjeyyy1BIbm/QS3GwGG/Qy9geYxmaUX3wlKqoK30uO2CaxWI+5QrrR2VJ\nb3HZ9TbkIJBomNgIomOQTRau7u05sO8A7Vq3xCYMhGmgGUGENOjRxaBFs5IJh6GJhye7bsY5HvAv\nfgHTpsW3zJOgSXrbqCk+n4/rr7+ed999l9TUOowY1AS5tNel7M/fHzUT2RPwhBuAocafQEQ1ECMJ\n5T1WfCxuch0sPMiZHc8M9yw4dSdOm7PUzENYlbspTaSUBIKSz7fPItd3onxhx3ug24s4q+ivtDt2\nLcXFljeMSJOL0LbXWxoMxhOI7hmoiv79YcOGuN2+QpGQJLVKYrKs2DYp1ACRUmIGTQJFAfYt2Y2+\ndxfG1h0Ej5zgk09q3oY8/uE8gh3TICmJ9kPaINq2hYhQ66cqhY8X4gl4okbo6jqFerpjTVs8W+jV\nvhemNNmTu4dnlz5b6f2sObSGO+bcUePn8PjC2k3o75LWhT3376nVubFS7vsx1wPj8yrMWxVjWAQl\nA6arDg4lgB0/DgLYCWDn4FFXeLvsMoCddhxiUNd8up7mIrW1y+oZdrmsXuLIHuOy60LAmWda7vhi\npCl3LDS5nuelS5dyzjnnUFBQQEpKSpwlU9SWkN1caCiwomRIgwJfAUWBIgJGAL/hx2/4eXPVm3y+\n7fO4ynNRz4u4f8T9CCGielSsX6CCvbs17HZBIKAR8AsCfo1Znwq+XKCVhjCXJetSi9q+7jrBE1Oi\ny9SEhmEa5BTlkOZKo2/rvnG9n7KonmdFY2LZ1GVs+GAD7uZuXMf34/Llgd1OwLQRLA6w5ycdry96\nYlQauXTkJ3LSM7m413a6ZXWxorglcNAVpZcW3x/4ntPfPr3Or/Pm+DcrHRUM75OSkR1HMiRjSJ3L\nU1MCuUUs7fULso7OAOC/2ljONL8hGQ8AJ0gP2ysbhnWOQCKQtKCCzqOTpWVLy+9qE0OZbQCvvvoq\nd999N6ZpJszEsprw1FdP8bvFv4va1yWtC5efZjlsjOwFrmw9lC+W9fD51R2P57VqWNa8HfNq/iAb\nGYcfPkyb5DZxK099pBVNCSklh9cdxjRMDJ+B77u1+I8XsuidPRw74AcgmUJswkDXJJqQpUsddA20\nko60I55kCv0OdE1i02W4U02Gmx0C6SmmvdzP5XxK8m/uhaefjst9KL0s5d217/L7xb+P6mAAwjba\nkelg4cFaXSPZnoxNs5Hni+7hzeqaVa7TJGQ6EmmaUtH+ijpcorarKDPfn0+uNzc8wdFn+PAFfeFl\nwCyxQS+xRb9p4E389aK/WkJv3GjF4R437qSeeyQeLQVD6CVO7iQ6Bm6jKHz8VvsHfKTdELbeqO41\na9sWtm+34hg1JlTjGXj22WeZPn06q1atirNU9TME8eSSJ/lD9h9qfN7LF7+MKFGB0I8Ggah0PZQv\nlvXalrVp8yb69+sfV7mqO7+isvbvF0ybBqYhWLRQAGuAEru4UC9yheswc6agY4fay1VRBSuEIGgG\nwz3rLpuL/m36K5vnRkpTHpqsLfX5TKSUBIuDeI8XETyWh+nxYXh8mB4vRrHfWvf6Mbx+zOIAH07a\nGHPZE/iUwayL3WarGk5lvayvdyLkSSNybszcbXP54egP2HU7QzOGkmxPLmd+Emq0r1u/jv4D+pce\nL9OYLzsJMzKPRPJT/k88seSJuNzLn71ZPPBMdlzKAlj8zHc4HRK3w8DM6EBxmy6YJixcCH+seu5+\njXj0UXj22cZTNyqbZ6Bdu3aY8TZur0d+P+r3/H7U7wGrEtiUs4mjnqMcKz7Gzz+pwCl7CQ7dEZ5x\nfLjwMOd3O5+OzTritruxa/YG6YVvfaQ1WX2z6v265egKN55trfr9MHu2wcCB5zB9Ovyhmt8ps161\nZkifOBFt+jVjBgwYUOeSKxSKahBCYE+yY09Kh47p4f1m0ORfP/sXP337E0IIio8X17js2VzBbK5g\nQPLNXFn0z3iKragjNKGh6Rp2SsO53jjwxpjPTz6QTFZmVq2vv/zH5SfdeL6qz1Vcbvbmxr8sPKly\nyjL6NyNg0yboW2o2OHs2/OMfJ1fu1KmW6bSmWQ41GjBmVb3R5Hqejx8/js/nI6MJTiLJ8+ax/vB6\nRk0bFTZt+Fnmz+ia1jU829gb9PLJ5k8ASHWkUhwsJmgG0YWOXbeHfVx6Ap6osruld2Pa5dPCPaOD\n2w0mxdG0bcY9Hnj/fasx7HRaSi+l1cD2+azlvn1WWO3acOSIFXGwITiVe7gUCl+Bj39e8E/2r9gf\nU34Ng9Eswug3iOLklngLDbxFBkGfSSAgGXZ+GgOn/676gqpB6WXjZ9HuRYx5b0xcy0x3pTOk3RCE\nEHRO68zrl76O6/m/wKRJtSswLa10EmAwaH3MDANSUmDTJt6ans5vfxsf8+UOHay4Bo0ZZbbRxMjz\n5vHQgof4+5q/h/dd0uuSchMgIu2Gy82ILpmo5zf8eINeivxFHCg4gM/wVXntB0Y+wJ/H/blubqyO\nOXIEnnvOahSHOtxD62WT3W71Jmta9fVU8+alriqdTitASohbbikt0zQt26+nnrLKbwjUR1pxqnFi\n1wle6vFSXMu8hLmcLlfErTyll42fHcd3cPOnN/PtT98C4LK5kFJW+02tjA6pHVh4y8Lwt9yhO+jR\nogcsXgy33lqaUQjYuzcOd2BxK//gXW6tNl9N+O47aN0aunWLa7F1jmo81zH1bb/z99V/55ef/7Le\nrteQ/GXcX7is92XlJl9UN2mjon2fzda49pqQ94sSTxhRZANZNZLvscesX9grVlgN7SeeKP1hb7dH\nL2s72V/ZPDdOGotdX30Sz2di+A1Wvr6S+ffPr/B4ss2LKXQMQ+A3a2+J2IMdtOQYQ166DVOzYQqd\njDF90TN71rrMspzKepmoelLoL2TJHisSrkSyYu0KntzyZLl8ds3OsPbDoiIoRi6PeY7V2kXrqN3w\nyDK4dPtJ3UqlBLBxPf8KbwskX3AJHpLr5HqGYX0HE/V/XhbVeK5jEvVFqIlcQTNIuxfaxdUPs6Jh\nkZPL68qp/JGubxK1XmhIYn0mC3+7kG/+9M1JXesyZuPo1xt7j844mrmwpboxHG7adHSQpHnhiiug\nWbPoCGcN5M6uKejlgYID9HypJ8XBmtuQN0U2/npjpYFcQlFwpaEzaKDOwQMamDpIvWRpde7Ich08\ndUdfNrGF2F2lBoOl0btrSmOpG1XjuQTTNNES2NdnQ7Lt2DYyX8lsaDFqzaRzJpHiSAl7sijr0SJy\nX+SyIvd4kZMoy75vkedUR2TwmE2b4O23CUciLM0kwvvOO6+0MtK00vWzz7a+8dXJF9ovpWRA2wFc\n0P2CcjI1hY+0oumzc8FOlk9djtAECKww30eOIHbvsrbDSURvaxomgk37mlVadl828XM+gS++gIsv\nrse7qpymoJc5RTmc8fYZHPEciTIRjJIpojEYWY9Vtr8+z8n15lZyZ/Fh0jmTeGrMU1H7TBNuvx1W\nrozOG/q3lUaqjT5+67GpPJrzcFzle58buZn3Y85/KlT5qvEMfPnll4wdOzbmho+i5oT8L4fDZZtG\neL3ZM5V/zBKBJ0c/yV2n3xXlNq46H56RLuhqwpEj0KYS183PPAMTJ4Lbbdlcx5um8JFWnNpIKTH8\nBoGiAP5cD4EjuXzx4EJ2LztIJ/aRTi4bGAjALUwj+fH7SDpvOEk926O1awPJybXrLqtDlF42PGP/\nOZYvd31Z4/MW3bIoPOneptnQhR7uZIl0UZrZKhOXzRVfoe+8E+bPt3padu2qOu/rr4Npsmn6Jlat\nCOIrNnHgx4UXPw7e5RcsJLrDZefOaPPD0LrbndAxh+KGajwDzz33HI899hjZ2dmMGjUqrnIl6hBE\nXcg14m8jWLE/9okyg9oOok/rPhwsOMiBggNoQqPIU4Tm0AgYgXI2YgX+grjKm0g8ISSTJ1udXZpW\n6rnjq68qzj9nDlx6qbJ5bqwkar3QkNT0mZhBkyft5e1MK0dyBZ/iHjWCTrdfgGv0mdCpU43lrG9O\nZb3Mzs7m9LNOJ+XpxufFqfi3xXFvEId+1znx0octmGhIBBpWYzeUnPj4D5fUuPyO/Mh+OlabLy3N\nao+3aFHjS1RLY6kblZ9nYPz48Tz22GO0bdu2oUVJSKSUFAeL2ZSzid25u2mf2p6AESBgBqKWx4uP\n16jcdintrAl/EeYSmzdvtoKkVGFOUTboSG2XADk5Ap9XYJoCaZYuDSN6+4cfVtGz5+mYhsA0BIsX\nC2bPEgwcCH36CLxeqxyvV+AtLkk+8BZDsVfi9YLXJ/H5LBNKt1vidEncDhspeismlwzNXXgh9Oxp\neeYIucKLXDqdViSm9PTKnqpC0bQ4vP4wbwx6o9bnD2cllzLX2ti6FXr3jpNkivrAZXPx6FmPsv24\nNTOussBTkaN+83fOr/H3KJ5ktszEqTvjXu7X03Zyzq2xT0Y9SktaEdtcpfmMpYCKw/yFfDGHepi7\nd7d6mRU1o8n1PBcWFvLEE0/w3HPPNUhgkEQgz5tHy+daYkijTq/zp/P/RKoztcIQ29VtB80gDt3B\nXaffhdN2chXTddfBxx+fVBFhxoyxvGi4XKUN3REj4IwzICmpNLndiT2kdSr3cCkSA2lKXuv/Gke3\n1MyZ7M28RyuO4MSPc84MuOSShDO/qC1KL2NDSkmL51rUqX3yqv9dRXNXc3RNj3Lt2r1599q1HYqK\nLD/KdcQZfMdKzoh7uabZZNSr1iizjVMYX9DHjC0zuHHmjQxpN4Q1h9Y0tEgxsep/VzE0Y2jUvk8/\nhQ8/LJ1Il58PBQVWQ/bssy03OH5/adq61XKJmZJi1V/xfnUcDsv0ojGhPtKKusRf5GfFyyvwF/rR\nHTqaTUOuXkswv5BgQGL4DII+g9WrT+4VnMwU+Pe/4aqr4iN4A6P00pqw9+iXjxI0g2Hb4YBpjXpm\npGTQPrU9hmnwm4W/wW/4612+L274got7VTPBdO1a+PLL6EACAG++CdvryN8cll+Ok+W002Dp0tLg\nYElJcRCskaMaz3VMotrvZGdnU5BRwM8++lnM59g0G22T29IqqRVJ9iRSHCm0cLegmbMZSfakcsmh\nO6Jc74R8LIf2VXNi4wEAACAASURBVLR//fr1DBk8JLyvrP/myKG5SB55VLJ4cVmJy7wPhRmQX96e\nSwjLdqtZM8uWKznZqhxCy6QkOH48m969s6L2O53W0FVkCk2aqM1+Iazr16RnWtk8N04StV6oS3Yv\n2s17Y96LKW86J0ihkGTdizvNTlIzG8npDpJauHC3TiG5fRpJHZrj7NASW9tW6Blt0Fu3QCQnWb9c\nE3V4pxacynoZ0pNNOZvo/3r/BpXloTMf4qxOZyEQXNTzItx2d/hYTPo8alTlk1hOgmv4mK1kEsAe\nTn4cBLAjEeTTjACOkKRUF6/gww/h+uvjLmbMNJa6sU5snoUQTuArwFGS/99SyieEEJOBXwE5JVkn\nSSnnlZzzOHA7EATuk1IuKNk/FJgGuIAvpJT310RYReVclnlZOX+/fsNPkb+IokARvqAPn+HDb/jL\nrfsNP56AhzxfHoX+QnxBH96gl1xvLocKD+EL+gjKYDnPGoY0KvS4EZoUuPXQVn5aX4u4nb1KUjXs\nuKnE/jgiHT9uhd0uLrZSIGD5qYxMBQVWT3JhYfljwWDF51R3LHL/kSOlMu7dC5071/wRKBSJTLfz\nuzFZTg5vSykJFgfxF/rxHS1g2fzFDGjflfxdxzi+/Sjew/n4jhXiP15ETrGB/yeJbyf4Aj78waP4\njFxMuQen8JNMEcNYRYbrBJ2Kt6Ffc5XVCqgLtzSKeqdfm37IyZbL0IOFBxEIAmYAKctHyC37naks\nLdmzhN8tjj18+tTlU5m6fCoA71/xPjcOvLFmN7FkSfT2jz9aPkiLiy07CJ/P+hAFgzUq9l99/w8p\nBLZN6ys8vobBDCX2UeXf/hauuUapTl0QU8+zECJJSukRQujAUuBe4GKgQEr55zJ5+wAfAqcDHYH/\nAr2klFII8R1wt5RypRDiC+BFKWW5sFGN5Ze0onr25e2jy1+7xK28MR0mIE0BWNEDPYEiNuYtI2gG\nMaWBgbW0nAaFerUFEhOT2GzAbzy2nWRfzwobxlWt+3xW3XnokFVvgtVAT66bIE5Vcir3cCkSG9Mw\nCXgCVsr3EjiaR+BYPt7DeRQeyGP3skOsm3conP9eXqT5vTfDiy82oNTx4VTRy6AZxBf0hSeg+w1/\nhesBs2S7gvUa5zWjj/kNP19s/6JC+SZkTmDWdbPq+alUQ2GhNYO8qiy330vAmULQACMg2bMX/rvI\n8tIRmUw0pnEr+7XOBAJNavCmTqhzsw0hRBJWL/SvgUuAQinl1DJ5fgNIKeWzJdv/AaYAe4FFUsq+\nJfuvA0ZJKX9dwXVqXRn4fD6CwSDJDdFiaeKEKkSf4cMX9JFz3Mvg4T7QfdBuLWSshoNDQQuWJCNi\nPZQC4D4OjiJwFIAzH5wlS90HegBsfoTuB92P1AKg+61z44SQGgIdQamv51Bj2y5cPJL2PW2dXaPM\nMGJZD9mPud2WB42GtCU7VT7SisSnKKeIF9q+UGWeNhzGTTH2VDdOp6QgmMTZ3Q/Qqm8bWjz2K8tt\njSvOvnMbgLrSS2/Aa014K/G/H+rFrWi7svVQvsrWI8/5et/XTPxiYpQcfVv3ZULmBAzT4Lllz0Ud\ny0jJwK7bsWt2HLqjwnW7XrJdsh4+XtWxSs4NrQshyPPmkZGawfndzo/nY68dt90G06bVy6X2dTwT\n2+Tf0b6jVhqNq2zS9cqP1TRfyGayEc4+rLPGsxBCA1YBPYBXpZSPl5ht3ArkAd8DD0kp84QQLwPL\npZQflpz7N+ALrMbz01LKsSX7zwEelVKWM9Q9mY/0I488QvPmzZk0aVKtzq+KRLXfiUWujzd+zIKd\nCyqtuGyaLVzRPLP0mfoRvI64yPFHzky6BafDhttpw+nQcTkEdge0SmrBli1LGDEiC7u91GVPiNNO\nazi5lc1z4yRR64WGJPKZSCnZ9vk2CtfuILh6PfNmVzwJrBl52DSJTTPRNIkeSrr17TawccLnxmb4\nMUxBUGoYUiModQyp0UwU8Cvt77jPHgoLFyak/6260kumxLPE+NKjeQ+GtR/G0ZyjtG3btnr3oxXs\nqy6CrE2z0Sa5DS6bKxzEJDQZMXLbptnQteh9245tQxMa43qMw2VzsWL5Ci4cfWG48R1XnnoKXn0V\nDh6MKbtR4vsZwBbjyGmDMnMmXHFFeLOx1I115udZSmkCQ4QQzYBPhRB9gdeAP5aYY/wfMBX4ZU2F\nroxbb72Vrl27ApCens7gwYPD/4Ts7GyACre/+eYbzjvvvKh/WlX5a7IdIl7lxWt7zZo1PLf1OXYG\ndqIJjWJPMQBJSUkUB4sp9BRy1B+7u6i2zrb4TB8p7hQcugPDZ2DX7KQ3sxwSFxQUIKUkNTUViaSg\nwAp4kpKSQiAgOZFbXFKSgdudTHGxFwC3y42UUFxcjARcLjdIKPZ6QQpcLhdSgtfrRUpwulwgweu1\nXF04HJZLO5/XjyzZFmj4vH5A4HS4QQr8W4awpsBGq1Yd8Pvhxx9zCAQEzZq1xueD3bsLKw3SdMst\n0Lz5NoJBQadOvbjsMsjJie//qy7er7Vr15Kba7l12rNnT8U3Fwdqq5dNeTtEosiTiNuZP8sku9lB\nOO9MJs+yji9evBgZkJw1fATB/GKWLVoCHj+DMvtiePxs+H41+IL06tIdo9jPzKfW4S2WWFNmynNC\nNudj42qafZWPvft9BKQfmwNaZjTHme4mN1CIluai57D+uDKa88OhPWjNkzjrojFoaalkr1wJuh7X\n+68vvZzw0wTad2iPxKqXe2f2ZtiwYZjS5PtV3yOlZMjQIUgkq1atwsRkyJAhSClZvWY1EsngwYOR\nUrJm7RokkkGDBiGlZO26tUgkAwcOtLbXrwWgf//+SCTrN1j2uf369UMi2bBxAwB9+/ZFItm4aSOY\n0LtVb07rdRqbt2xGIjnttNOQUrLlhy1IJJmZmUgp+WHrD0gkvXv3RkrJ1m1bkUh69uyJRLJt+zak\nlPTo2QOJZPuO7RSbxdAOAkaAvT/txZAGbdq2ISiD7D+4H0MatGjVAsM0OHzkMIY0aJbejKAZZMle\ny365Q2oHvEEvhcWFBJcFo1y9Dm8+nHat2+HQHeQezcWm2ejcvjMO3UHOwRwCMsDsA7Oj/iczrplB\n+9T2rFm9hqAMcsawMzhj0iSWnH02w//nf0ipLlIgoGOFPTdcLkhKw7TZ8RoSqWkIaeKwO/B7vQhT\nYtc1jOatce7cHD4/6HAz3j8TA71cMtEq3F9RuunmfQwe1oMrrtZZtWYp6DrnZmWBprHkm2+QmkbW\n6NFAYtU7lW3HQy9r7G1DCPF7oCjS1lkI0QX4XEo5sAKzjXnAZKye58VSyj4l++vEbGPEiBE899xz\ncY8umMhIKen/en82H9lcfeZqWHr7Us7qdFYcpEpsfvgB3n3XCpNdHa1alZpn/PhjbOV36WKFPG2o\niRqq51nRVDGDJr48L94DxwkeLyCQW0ggz1OaCrwECrz4C334C3wc35LD+q3Vm3xcy0cEuvWmz7O/\nwHZaLxgwIO6yK71sPJjSZMHOBfgNPy6bK2xHHUq+oI931r7Dtz99W6vyP7zyQwa1G0TyiSK6TJ8f\n7X+1WTN44gnrw3PddaWz3w3DCklbHUuXln58gkFrEqNhcPyIQWG+SaBzD4radicQgFWr4I47anUL\nYb76Clq3btiR25OhTsw2hBCtgECJSYYbmA88A6yWUh4qyfMAcLqU8oaSXukPgBFAB+BLSicMfos1\n2XAlMBd4KeSho8w1a1UZbNmyhb59+1JUVETSKei8cPux7Zz2qvVrPsmehCa0GofBfnP8m2S2zIxy\nJxcaMiu7r6zrucg8Fbmkq+mx0P5Su+T6QUqr/goEotO991qjUrHSubPlCtTptNzWNWtWfxM31Eda\nobDIX7yKl8//lCD26jMDaeTSjV20HNKZswZ50Cb9BnrF4P4nBpReNi1m/TCLmz+9mYARIGgGax2Y\nbP+D+2mf2j62zFu2QN++tbpOFCXvzPLlMHp0fGIZNNbXsK7MNjKAd0vsnjXgYynlF0KI94QQgwET\n2APcASCl3CyEmA5sBgLAXRGaPZFoV3XlGs4ng2matGjRAlcdTSzJTlD7nZBcuqaTbE+mwF9AUaAo\nKo8udJIdySTbk6OWoUa2KU3+u+u/3DHnJH+CJiDvXf5eVEN8y5YtVtjwKmzqQnlDSCTrvBIyJSBB\nVLKUGkgddp/Pvn3NyMyMluWll6wGdDBodSIYRqm3jmHDsrn00qz6ezCKuJCo9UJDUlfPRJqSnV/u\nRDeDaFs2IREYUmAEJIY3YCVfsHTpDzL/g+MQY8MZII901jIU1sDpa57GeeaIuDWeT2UaSk9MaXKg\n4EC4Uya0L+ReNeQKL7T97YpvGTZ8WIXHz/nHOXGX789j/xx7wxmgTx/weln99tv07DUM7aH7Sdm0\nospTli2Voc7n0jQPLq4mFkx1jBgB31bR8d6U68ZqG89Syg3A0Ar231LFOU8DT1ewfxUQ/7GwEvr1\n68fjjz/O8ePHadWqVV1dJmHp3rw7+Y/n1/r8ncd38rvFv8MwjbCvZigNqw2lobYjKRuGO7Tv2LFj\ntGjRgl0ndrH12NZay3Wy3DKrgld1Sy0KOqMkxYD25VTMpQ+W23/vvZWf89prtZBJoTiFOLz+MB9c\n9EFcyrqSGehjz0dv3RLdbceW5ERPcqInO9GT3dhSXBSnfIo/2YX4cjm2tCRc6W7o2tWaaaxoFLy3\n7j1um31bzU76Pr4yrLtzHQPbDoxPYfPnw0UXlW+UVcIh2nL22Sd3ySVLLCsml8saSa2vEdRERkUY\nVNQ54on4mlwsvGUhbps7yvQjMrph2ciHleWpKF/ZPBWZjPz1r/DAA7WTffhwWLGi7r35qOFhRVNH\nSokZMAkUBwjkFRM8UUAw34NR4CGY7yFY6CVYUEywyEuw0Mfm7CNs+a72nQsAv+NJ9KnPwYPlfxjH\ngtLLhscwjbBvaEMaBM2gZXJhRqyX7D9YcJAL/nlB3K7dqVkn9j2w7+QK+dOfrOgnMVK8bhvBbr3C\no5yGYZlpbKlNB1IlfPAB3HBD/Mqrb1R4bkWtWbhrIdM3TUfX9HCDsiyhRmRl/5vIHupI1h1ex1d7\nvzppGX819FcMbz+crK5ZtE5qTXN38yrznzgBb7xhzbnQStxQChG9HpmCQcvW2ecrnbdR3fqCBdHX\nzMiw5mnYbKXuMUPzNqSEe+6BiRPLyxpv1EdaoYim4GABfxvxN/J/rL4BfTrfkdStLUmdWuFskYQt\nxY1IdqM5HWgOG8KuI3QbpqYjhYYpQZpgGpDc3E63wWnRBbZrBwMGKL2sR5b/uJy7/3M3Nq10gL3s\n6GgkIb/WoXVDGhwvPs5P+bFHyX30rEc5p/M5CCFKAndFR98dkjGE01rFYVZdIAA33QTTp1ef96ab\nojZ37hKsWeahIz9xhNbh0CrFuPlf3uIELaLyX3aZNSHQ7bY87aWnW9+20KOUEs45xzoe+vY1toEZ\n1XiuYxLVfqe2ch3zHOP++fdzpOgI83eWC/SY8JQNR16WmTPhqqsqOpINZMV0jeeftyoCp9Nall13\nOKyJ0IWFlnvLk6k04vl+qY90/ZGo9UJD0tieyddPf83+b/ZibtpCmsPDjoPJ5BbGbiddlt/xJHpZ\nv7yBAMJuP2X1sr7fiX9t+Bc3zKyf7lC3zU1xsLj6jGUI/j6IrtXAJVMdD1mO77qRuXv6nXQ5odex\nsdQDdebnWZGYmNLkn+v+yZr9a9iycgspjhTapbQL2yuHJjtE2jBHTn747aLfcrAwNmftVTH3hrkM\nbjc4yluGEIJlS5dx7jnnRk3GK+tFI7SNFJiGRiAgCARKvV1Eer0oGxY7O7t0X2WptnzzDQwcWG20\nVIVC0QQ49/FzgXPD27l7c/nvI1+yf8EmcvNi+6Y+wnPoBLFt24KWegckJ1vdcQkYrOVU4PoB13P9\ngOtrfF5tG3xfbP+CSz+8tEbn2J608e3/fMvpHU6vcLS3HGvWwO7dEAgQvO02bB5PzYT0eq3en0qY\nA+TmWl7y/vrXmhUdSaiN/+KLVk91aJLioEFVXr5R0aR6nmfNmsUnn3zCBx/EZ0JJvJFS8vjCx1mx\nf0XYPCJkY1uZ7W1of3gZYZO76uCqmHxM9tOuQBMhcwwdu03DbtPB1MgL5ljDVVJgSiv0qmGamFjD\nTGbJupQmZkmIVlMaSEyQGsJ0cvaBj7D7MsL2VBUtv/4a2rSxQlZX1jgOhbt2OMovy4bCrmi7orRx\nI2zdWvlxu73UrOKllyxbsKaA6nlWKE6e7f/ZzoeXfBhTXjceiinvIvVaPqIX29G/nIe48EKll3Fk\n9cHV/Jj3Y4Vhx8uGGY88Xtn+itarSiHbaMM0OFR4iHfWvlPre6mxPfSwYbB6dc0uMmNGtK0iRC8z\nM6F3b8D6FpaJA3XSTJ1a6+kCdcopb7bxxhtv8Otf/xrTlPh8kJ8Px49bP7a8XstONbQeue3zRbsN\ni3TnUtX2VykT2ZySOC4SbN89gjQ1pKlbS0OHNbdBXpdyeW+4ofLGZ8huqaoUylN2WdmxY8cs15Qh\nU4eKGsdqBm/8UI1nhaL+eGPwGxxed7jKPJ3Zy+38Q+llnDBMA9uTja9X/6nzn2JYxjBaJ7emVVIr\nku2Wy1inzRlb73MkdWHGUc27ZBixD6Zcd52V9/33S/f94x9WGz011QpA1qpVww/ONNrGsxDCANZh\n+ZEOAsOqkuuOO+Cttyo68j7WwMNH1V7TZoOUFCslJVkNOMOwGtKmaTX4rrmm1Ahe12HPnmwyM7PC\n23O3vcym5u/jcNoJ+/ot8fe7vfi7mO69vbsrNs2OLmzYdTs2YcOm2bFpNuyaHV3TsWm2iKRH7NOx\n6TaO5uTQuUNn7LodTRPoQkPTLC8R6w+vZdGeReHrdUjtwGuXvhbu9bZptqge8MhJE0CF2yM7jsRt\nd1d7b4lq73QqyBWvxnMZ3Ry0fPlyRo4cedLy1TWzZ88mMzOT0+oh5FWivk8NSVN9JqZhYvgMts3d\nxsZ/bcTwGxh+g0Chj27ndcLdzE6wyIfh8WKcKCBY5MXw+Al6/BjFfq747vFTVi+zs7PJy8urN72s\nLdW9u4cKD/HB+g9IcaRg02xhM0SH7kBKSdAMEjCtoClrD63lzVVvVnvNcT3GcUH3C8KmlbcOvtXy\n/bxhQ2mjpMxw7rrVqxmkabBnjzWEGzr23nu1v/mBA2Hdupizb9wIBw+WBhbzeKw5QMXFVuflhg3Z\nfPFFFsePV13OzJnWnKGGojHbPBdJKYcCCCHGYkUxrJRrrrE8KWhaqecEhwNWr16HEO04/3zrn1md\nPWwozaskVMvTZTxV33ab9YI4nVaPad73SVw+/GXOPfcMnE6i0k++zfxQ+B1uh91KTjtJTjtJLgdO\nu44pK3bQHrltSKPc8FNFw0tbA1vp2b4nj/73UbxBb5UPen/BfiZ8NCH2/0wFvHDhCzx01kMnVYai\n0RCpm/I3v/kN2fEey6sDZs2axfjx4xP6I61oGKSUBL1Bts/ZyifXzCh3PIUCnPgIOpMxTI2gKayl\n1JAIbBgEK/h0/rh8P33t2xCaQOgaQtMQuihZWimOKL1sINqltKv0+3fMc4wBrw+odC7RL9bAtNkV\nHZlPdLOnEld0Q4daXba6Tqf8fCsmdtlhXofDaqhUxNy50LNn+eFfu91y4qzXYPIilte8f/2rRqeE\n+fBDK5x3ejp0KT84nvAkSs9zgZQytWT958B0KSVFRUVMmDCB3NxcAoEATz75JD/72c/weDxcc801\n7N+/H8Mw+P3vf8/Pf/5z7r77bt555x369etHq1atmDZtGm3btmX06NEMGTKEr7/+Go/Hw7vvvsvT\nTz/Nxo0bueaaa3jiiSc5cQKmT/83b731Ln6/oH//YTz22B948knBrFnQps1BYA66nsSll17BkSMF\n/Oc/i7DbU7DZkhkyZCS6noTPR7UpGCztza7M1KGqfbpe+sNB0yC35X9ZP+jCmJ61ZrrQpQNXsB3d\n82/HLpOw4cImXOjSiS5sUXbXghJ7a81a6kJDi7C/1iPzaTp6KJ9m5dM1DVvIfjviWCivTbPKtkVs\n65rVcx55j6EfSYmwr6xtdsgVXiIRx57nSN2UV1xxBTNnzqyxbq5evZoHH3yQoqKiGunmk08+CcAH\nH3zASy+9RCAQYMSIEbz22msIIUhNTeW+++5jzpw5JCUlMXv2bHbs2MH48eNJT08nLS2NGTNm0K1b\nt5N9FIpGyhPiiRrlt+Mng4MYyWkYUtAxJZcLBx9B/+NktNYtEKEekkiXOzFWAEovG69ehu2cK4lM\naEiDo56jDHtrWKWdWOO2w+tzrfXIlpfbkURGTgyT/4YPt4bDv/66/LHZs61joY9SKIV8x1XmLiqG\nd1fK6In78+ZZJhmxkJpq9UInMo3ZbCMIrAfcQDsgXUqJaZp4PB5SUlI4duwYI0eOZPv27cycOZP5\n8+fz5pvWcEhBQQFut5szzjiDDh068Nlnn/HJJ58wf/58/v73vzN69GhGjhzJ008/zUsvvcSzzz7L\nmjVrSE9Pp0ePHqxfv57Dhw/z6KOP8umnn6LrOhMnTuTMM8/kpptuQtM05syZwyWXXMJjjz1GWloa\nkyZN4rbbbuOyyy7jyiuvrNH9Sll+Ql1Fk+yqWpfSGsmREk74jjFtz2SQAg0bmrChSRuasKNJGwId\nU5oEzQBBM0BAWktDBgiYfoIl20EZsHrEMSImRViTA61ecLP0GBVsU5o/vF2ST5ZsRx4L7xOlecFE\nChOkQKAhpNUwF+jWBEV0REkIbIGGKQIEbNWMCZUwYPkKknJPxzQJp9BzjHVfZDjtyAmPul5aV1X0\no97thrQ061d2aJmeDp06QY8eVurQIX6N8Dh+pCN187TVq1czZMiQGuvmqFGj+Oyzz2jZsiXTp09P\nWN1UND0OrTvEge8PQE4O+k/7EJrlk9kwIOgNYBQHMHwBtq718tNes9z5qeTzIH+GnTuhe/eTkkXp\nZeV6WeQv4srpV7Lz+E52ntjJmG5jAMIjrQCF/kJWHlgJgCY0hmUMC4/MVpVimfwnkZWOAJvSei/K\nTtyvbntfXmwTALdM3MJpLTPhu++sD43DUfnw+Y4dFYeqveCC6Fbu0aOwfXvNXqzUVBg5koUPfcEF\nF5UfXQk5j9F1yytHZVQXtjvRaMxmG56IIaiRwPIpU6Zgmibz5s1j3759CCE4duwYjzzyCF6vl+nT\np7Np0yZ69+5N586dycnJYfPmzRw8eJD27dsjpSQ1NZUpU6awZ88eunfvzpQpU9i9ezdut5vXSmIh\n67rOpEmT2Lt3L9988w0dO3YEIBgMsnnzZnbs2IGmaaxYsYLp06dTVFTErl278Pv9rF27Fo/Hw/r1\n6xvswQHs2bOHwV27VnLULElgmcc5S1Lds2fPHrp27Qo1/FSEKkoTEylKZkQjMYWJjPgzMVnIQtYR\nW+N5w5mlsbUvlBdyFmfVTLBK5QXT1DBNHcPQMAy93HogYMPnc+H1ujhxwsnBgy68Xjd5eWmsWze4\npKRs/vCH7DqPPlhDInVTjhs3jrvuuqvGurlq1Sr69+8PUCe6uWLFCnbt2tUguhl+zxVhEvaZtK7i\n2CDgCDgO+kja70HPMTi+tzU+nLzBndgy/4TNHkR3GGhOE5EkCdhtJHX0QAvY1K9f3YcOLaXR6eW2\nbdtYt25dpXpZTDH/5b+YwvpeLdy9sMoHYEqT/vv7o6NbkWBP4g8Ir/+490e6duka3tbQSvOF+hqN\nyuWqDR+9Uv08rSgmT65Wx8bNm8eZNRWkoAC+/JIxX9p5hGd5nkcBEMKkT58tJCcX4XT6cDq9uFzW\n0un04XL5sNsDtGhxHKfTB8CUKQlcD8SBROl5zpdSNovYlkeOHGHu3LnMmzePDz74AE3T6NatG0uW\nLKFz587k5ubyxRdf8PbbbzNmzBguv/xy7rjjDpYuXVqu/NGjRzN16lSGDh3KkiVLmDp1Kp999lnU\nsWXLlnHw4EGeeuqpcuc3a9aM/Px8srOzOXbsGHPnzuWdd95JmN6tRJ2cs3jxYs4ddW45P9OV+Z2u\nTZ69eXu5Y84dNZatT6s+bJ64uQ7uuua88QY8/DB4PNm43Vm0bw/t20PnzpCVBbffXvNvchx7uMK6\nKYSQbdu2ZePGjQmnmwAzZsxoEN1MVP1rSJrKMzH8BoWHCijeeZDiPYfZMHM7P2QfpriwtPV0Dl8x\nhkXV+tCFU1svb7nlFt59990q9dIT8PC31X9DIJi3cx5fbP+i2mdxbb9r+ejqGjY+q6CxvLu1knPB\nArj8cmtGXwys/ecGjmX0Z9s2+MMfrJHRwkJrYmBFPPig5Y7upGRsABpzz3NYaCHEaQAtW7YkLy+P\nNm3aoGkaixcvZt8+awjk4MGDtGjRghtuuIG0tDT+/ve/89hjj3HkyBG+/fZbRo4cSTAYZNu2bfTt\n2zcmAUKVyf3330/r1q05ceIEhYWFdOrUKdwTmpWVxYwZpRNMUlNTwxVEQ5IIL+fkxZN5ftnzUY1b\nAO1rLezNo7JlaLirNnmCZuWRUP522d/IbJUZzp9sTybVmUqKI4XmrqpDe9cXmzZZ8zS6d4cNG7Lw\neKxRuR07rOPvvw/XX295hGkgoioU0zQTUjfLUp+6mQj6l2g0lWeiO3TSOqeT1jkd6MN7ty8JHxt4\nVS+6zniefmyGtWvrO/pDo9PLrKwsZs6cWaVerty/kvvm3VfhsXvPuJdbB9+K2+7GZXOFU4ojJSZ5\nY6WxvLu1knPsWKvl++abcOedlefr1Qt69GDwuLZQMifx6NGqixYCXn4ZXnml1I20pmVx2WXwUfx+\n2yQMidJ4dgkhVhPdiObGG2/ksssuY9CgQQwfPjw8Q3fDhg088sgjaJqGw+Hg9ddfx2638+9//5t7\n7rmHvLw8DMPg/vvvp2/fvlYEu0oIHevTpw//93//x9ixYzFNE4fDwauvvkqnTp0qPf+6667jV7/6\nFS+//DL/GCjNFwAABXxJREFU/ve/G9Xkh3gz6dxJPHr2o+UavIqqmT/fChr185/DzTdb7np69mxo\nqaKI0s333ntP6abilGWynEzej3ls/vdmCg8V8v3pd9FywAE6791rhU+rP5qkXo7qOgo52Wp4ewIe\nnLqzZuGrFbFxxx1WisQ0LY8Gmlbuh+CoUeXdP0sZnUJzg8qmRJtMHy8SwmyjLInq9D1RhyCUXDXj\nVJBLBUmpPxL1fWpI1DOpmFNZLxvLO6HkjB+NQUaonV420d8ECoVCoVAoFApF/FE9zwpFE+RU7uFS\nKBIVpZcKReKhep4VCoVCoVAoFIo6RDWea0Cihj9VctUMJZcinqj/W3nUM1GUpbG8E0rO+NEYZKwt\nqvGsUCgUCoVCoVDEiLJ5ViiaIMq2UqFIPJReKhSJh7J5VigUCoVCoVAo6hDVeK4BiWq/o+SqGUou\nRTxR/7fyqGeiKEtjeSeUnPGjMchYW1TjWaFQKBQKhUKhiBFl86xQNEGUbaVCkXgovVQoEg9l86xQ\nKBQKhUKhUNQhqvFcAxLVfkfJVTOUXIp4ov5v5VHPRFGWxvJOKDnjR2OQsbaoxrNCoVAoFAqFQhEj\nyuZZoWiCKNtKhSLxUHqpUCQeyuZZoVAoFAqFQqGoQ1TjuQYkqv2OkqtmKLkU8UT938qjnomiLI3l\nnVByxo/GIGNtUY1nhUKhUCgUCoUiRpTNs0LRBFG2lQpF4qH0UqFIPJTNs0KhUCgUCoVCUYeoxnMN\nSFT7HSVXzVByKeKJ+r+VRz0TRVkayzuh5IwfjUHG2qIazwqFQqFQKBQKRYwom2eFogmibCsVisRD\n6aVCkXgom2eFQqFQKBQKhaIOUY3nGpCo9jtKrpqh5FLEE/V/K496JoqyNJZ3QskZPxqDjLVFNZ4V\nCoVCoVAoFIoYUTbPCkUTRNlWKhSJh9JLhSLxUDbPCoVCoVAoFApFHaIazzUgUe13lFw1Q8mliCfq\n/1Ye9UwUZWks74SSM340Bhlri2o8KxQKhUKhUCgUMaJsnhWKJoiyrVQoEg+llwpF4qFsnhUKhUKh\nUCgUijpENZ5rQKLa7yi5aoaSSxFP1P+tPOqZKMrSWN4JJWf8aAwy1paYG89CCE0IsVoI8VnJdnMh\nxAIhxFYhxHwhRFpE3seFENuFEFuEEGMj9g8VQqwXQmwTQvw1vreiUCgUCoVCoVDULTHbPP9/e/fP\nGkUUxWH4PSCiRQQbI2QVFG1sxTQ21hFWK0njHyzVxkIUP4HaiL2FUQRJp0JQEHtNY5XGRjGBRLCw\nVvhZOMVgjBnNGibwPtXlcC5z2Z0LZ2bOMFV1FTgK7EoyrKrbwJckd6rqOrA7yY2qOgI8Bo4BA+AV\ncDhJquoNcCXJfFXNAfeSvPzNsezhkjbA3kqpf9yXUv/8t57nqhoAU8D9VvgUMNOMZ4DTzXgIPEny\nPckH4D0wWVV7gbEk803ew9YcSZIkqfe6tm3cBa4B7cvb8SQrAEmWgT1NfAL41MpbamITwGIrvtjE\ntoy+9u+4rr/jujRK/m+r+ZvoV1vlnHCdo7MV1vivtq2XUFUngZUk76rqxB9SR/rcqGqkT7YkjYD7\nUuof96W0udYtnoHjwLCqpoCdwFhVPQKWq2o8yUrTkvG5yV8C9rXmD5rYWvFVRt0TJmnj3JdS/7gv\npc23bttGkptJ9ic5CEwDr5OcBZ4DF5q088DTZvwMmK6q7VV1ADgEvG1aO75W1WT9vEw+15ojSZIk\n9V6XO89ruQXMVtVF4CNwBiDJQlXNAgvAN+BS61Xgy8ADYAcwl+TFBo4vSZIkbapefp5bkiRJ6iO/\nMChJkiR1ZPEsSZIkdWTxLEmSJHVk8SxJkiR1ZPEsSZIkdWTxLEmSJHVk8SxJkiR19APhWXGcXN3l\n3wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16eb03780b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%matplotlib nbagg\n",
    "\n",
    "triple_combo_plot(data.DEPT.min(),data.DEPT.max())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A ZONE for analysis will be selected from the entire log. Let's display again the logs within the choosen interval with triple_combo_plot function."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### Select zone of analysis: top and depth\n",
    "by setting the \"top_depth\" and \"bottom_depth\" variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8w6BzznV0qdIZiSW9UqV9gTsTSzYvWH8l8D1gzcSSz+KyPwMnAKsDvYCXgImJ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\nAs8A44DdgROAlwkDCH+XSf8d4PmY7il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x8fGyMtWePVC7tnGOacmxlRrmxfZPt5MZk8kj\nsx6RTsyoUXDsmNqyLBJLtUu79+zoUasHM3rOoL5P/bKlqrtf4uPlqPPx43ICYWKidKxdXWWmlxkz\n4Jlnyl9HCTEYZAj3nj1yff9+aN5cXU0ad0eLedaoUDjZOREeHE56XjqrT6/GIAxqSyoVw4fDhAnG\nc5w1NIzJha0XCBsVJleyssDfX11BGiZn47CNzDs8j+7zuiOEoF1QO9pVk61F1RY42TmV/uD5+bK6\nyNGj8kfZ0aOypafDmDHy4ujvLycU+vqa7aTC2FhYsAD+/fea42wwgCl+Z2iYHquNeS4PzDV+pyLq\nWha5jIcXPkzwl8GsiVrD2qfXMrDR/ZXnM7f+8vSUgyubN0eoLUWjFJjb+WRs7F3sKSoojjMNDoaz\nZ+/5Gmvvk4pGeHA4P/X7idiXY9kxcgcDGg4gJiOGCX9NwGeaDw/Of5A5++fc9Ri3PSeiosDJCZo1\nk7ne9u2T8fSbN8vy3J9/Dr16yaFbE2XjKM25GxUlw7inTJGFEmfNKn/H2RJszBI0lhbz/AlnBLKy\nsrCzs8PFxTLTl2ncmcikSAYuH0jf+n05PPYwwZWC1ZZUJhYsgMaN5eBL165qq9HQuBHPGp5kxmTK\nldq1ISkJsrNlgKdGhUJRFIIrBRNcKZinmzzN5YLLnEg+wftb32f06tGMbD5Slu02GORdivR02VJT\n8d+4EbZsuTGW+cJNeaMff1wGDFsYdevKO4hz58q3NGeO/A1gpoPkGkbAamOex48fT/369XnxxReN\npErDXDAIA78d/42fD/3Mvxf/xd/Nn/ZB7WlfrT3tg9oT4htimpg8I/LUU9Czp7wAGwNLja3UMD/2\nfruX2B2xPDb/MbmhY0d44w15wmqUCEuyS4MwEJUaxYXMC8RmxRKbFcvFrIvEZsWSmBqDR9QFQmLz\n6ZDiQsMMO+rZ+OKm00NamnScXV3By0s2b2+oVk2mpLu+BQXdmN/Ngrl0SWbe+/VX2aKioI5l1eyq\nsJTGLq3WeR41ahRt27Zl1KhRRlKlYY4UGYqITI5kx8Ud7Li4g+0XtpOjz6F7re60CGhBY7/GNPZr\nTIBbgNk61AsXyoxMO3ZAvXrGOaYlfUlrmDe6ZB2zQ2cz8LeBBLUPkrfSo6JkqW6NEmEJdhmXFceE\nvyYQER2Bp6MnNb1qUs2jGrUc/Hlizg4CT8bhceaiTBnXujVK794ytZyPzzVnuVKlCjvsmpwsQ7R1\nOhmRomH+aM7zdQwZMoSePXsyZMgQI6mS8Tvh4eFGO56x0HSBEIIkXRJRaVFsOLuBHw/+SHx2/NXn\nVzy5gkcbPGpyXfdi/Xo5J2bVKkhPN54uS/iSthbM6XwqL06uPMnf//mbMYfG4HApVqYTiIu7o4NU\nEfqkNFiCXa44sYL+v/anS40uPBv2LA/WfhB/N38oKJAl2aOjZSaM+Hh5DsTHy+fc3GQoz5V20/qF\ntDSqN2okR6EDA2WrVk3WtrYxn+lXZT139XqoXx9eeAFeeqn8iqRYgo1ZgkbQsm3cQF5eHk7azz6r\n5kzaGZYcW8Lm6M3si9+HnY0ddb3rUtenLmNajLn6uK53XTyd7lzQQU3+/FMm1G/aVEudq2G+NHi0\nASdXnGTpY0vp+0NfPJs0gW+/BS0szup4rOFjRE+MZv3Z9aw6tYrhK4czud1kPnvwMxg//vYvKiiA\ny5dlLHx29o2Pi9cLDx+G3FyZJ3zjxmuvtbOTIUB//mmaN1jO2NvL9NPDh8Nvv8m35eOjtioNY2O1\nI8+9e/dmzJgx9OnTx0iqNMyJ9Nx0vKd5U8+nHh91+4jw4HB8XCzrClVUJL83pkyB118HDw/jHdsS\nRrg0LIuigiL+nfYvu2bsotOoerT5eRw2778Lo0erLc1isES7nL5zOpM2TOKxBo8RWiWU0CqhtKza\nkuqe1Ut3wEWLZCXBK9jZyWwaQUEyTtrF5dZ2u+2enjJu+i6VLtVECPjvf+GXX6Qj3a+fjG5xMFJt\nGQ3joYVtXMewYcMYMmQIDz74oJFUaZgTQgjmHp7L7H2zOZp0lDD/MDpW70jH6h1pH9Qeb2dvtSXe\nF6NHy5nZv/0G/fsb77iW+CWtYRmknk5lzbg15F3KYMDlufg80Q0++aT87k9bEZZqlwnZCWyN2cqR\nS0c4mnSUXbG78HTypF/9frza4VX8XP1KflCD4VolwdxcyMmRTae79vhu29LT5Wttba9NQKxbF0JD\n5a28Jk3MwlM9ehSWLIHVq+HMGSmvY0d46CHo3NksJFZ4SmWXQgjVG1AEHAAOAfukrLJTWFhYptef\nOnVKhIeHi2bNmomQkBDRp08fIYQQOTk5YvDgwaJJkyaicePGolOnTkKn0xlDcqnYvHmzav/7bphK\nV3Z+tth4dqN4Z/M7ose8HsL9I3cRPCNYLItcpqquezFvnhCBgULs3y/Xjamr2IbM0i7Lys12OWbM\nGCGEenZpLueTKTEYDGLvt3vFZ76fiqjQ/kL07ClEevrV5ytin9wP1mKXRYYicTjxsKj1ZS3x6JJH\nhRD3tsuaNWsa3y4NBiHS0oQ4dEiIVauEmDxZiNq1hZADv0JkZZX4kOV17hYVCbF9uxD9+l2TN316\n6Y9nCTZmCRqFKJ1dmkvMs04I0RxAUZQHgfUlebEQ4oZMCgaDARsbG2zLOBIyYcIEXnnlFXr37g3A\nzz//DMCXX36Jv78/CxYsACAqKgp7e/sy/S+N0uPm4Eb3Wt3pUL0DHS90ZNHRRfx06CeSdclqS7sr\nX3wBixebdenWcrHLsnKzXUZGRgKaXZoSRVFoObYlfo39WDbQlnYeSbRr3QZl1Upo2FBtedaO6nZp\no9jQxK8J6bnpjAwbCdzbLn/66SfCw8ONa5eKci3DR7Nmtz7/xBNQtaqMibu+ubnJUJAry+se2+Tm\nSt/WyNmZmjWTo9CdOsnrfpcusu6LhmViLlNcrz9LrwYw6XQ6evToQcuWLWnatCl//PEHADExMTRo\n0IDhw4fTpEkTLl68iLu7O5MnTyYsLIxdu3axadMmmjdvTtOmTRk1ahR6vZ59+/YxYMAAAFatWoWL\niwuFhYXk5+dT+za1kRMTEwkMDLy6/swzzwCQkJBww/a6deuq+iVtrrNZTaVrx8Ud9F/aH9/PfHlj\n8xvU8qrF+YnnGddqnKq67kZOjqwTUKvWtW3moOsmLMIuGzVqBKhnl2b4uZmM6h2rM2rXKI7l1GaF\nzyj0nbvBn39W6D4xAWZhl4qi8GLrFxm6YihDVwwlWhd9V7u8ck6Um11mZ8sa2cePw86dMpXRqFHQ\noQPUqCHDOxISZO3sP/+EH36ADz+UeUIHDZIVqho1onP//nJfNzeoUkVepJs2hW7dpDM+dixMnQr/\n+5+sirJmDRw+LP//XYiIgGnT4MQJKbOs+QwswcYsQWOpKelQdXk0oBB5G+oEkE7xbaiioiKRnZ0t\nhBAiJSVF1KlTRwghRHR0tLC1tRV79uy5OuyuKIpYvny5EEKIvLw8ERQUJM6cOSOEEGLYsGHiyy+/\nFIWFhaJ27dpCCCEmT54sWrduLXbs2CG2bNkinn766VuG8n/++Wfh6ekpevXqJaZPny4yMjKEEEIc\nOnRI+Pn5ifbt24s33nhDREVF3ceNAQ1jUmQoEjEZMWLiuomi6hdVxaw9s0RGbobasu6LggIhmjUT\n4rnnyu9/YJzbw5pdatwXBboCsfyp5eK7Bv8TGVXqCfHee/I+tcYNWKNdpuWkiRErR4jQT0OFh7eH\nddhlYaEM+UhIECIqSogDB4T4+28hliwR4ptv5Pk9caIQQ4bIkKVGjYRwdhaicmUh2rQR4qmnhJg6\nVYgffxQiIkKIc+eEyM4WwmAQp04JMWCAEO7uQnToIMR1H4uGSpTGLs1iwqCiKFlCCI/ix22BnW+/\n/TYGg4G//vqLCxcuoCgKqampTJw4Eb1ez7x585gwYcLVY7z//vu88cYbKIrCpUuXWLduHSNGjADg\n/Pnz7N27l4EDB7JgwQJ69uzJ6tWradmyJRkZGRgMBlxcXGjZsuUt2i5fvsyZM2c4efIkCQkJTJgw\nAVtbW/R6PWfPnuXs2bMcO3aMkSNHUrlyZZP0181ER0cTHBysyv++G6XVJRDkkUf2TX9ZZJFx3Z8D\nDoQQQjjhuOJa7rqMRUGBPZ9//h9efvl/ODvnlYuud999F1HGiUmWYpepqamMHTtWNbtU+3wyGwTw\nL9jsEgTZr6RdlXxWPPoo+VrK0KtYq10e5jAb2UguuQghsMmzQeQKAr0DccYZR4MjGXEZiCxBYlQi\nfcP7ElQpCDfcsMW8JpqW2p6FwE2nwys9Ha+0NLnMyMArPZ1KGRm45OQAkOPiQo6LCzpnV+L1ARxN\nDCXeNYDc6s7kBzthX7MAz0qZ94wasYTrjiVohNLZpdk5z8XrIjk5mTVr1vDXX3+xcOFCbGxsqFmz\nJlu2bEEIQZ8+fThy5MjVY3h4eJCVlQXAvn37GDNmDPv37wfgn3/+YdasWSxfvpwPPvgAV1dX1q5d\ny5IlSxg+fDgGg4HPPvvs6m2mO1GzZk1+//13wsLCbtj+4osvUqtWLV5++WWj9UlJMNdE5HfSJYQg\nPjueo0lHiUyKJDYrlvjL8cRnX2uOto5Uda96Qwt0DyS4UjA1vWoSXCkYN4fSlXVVu7+2bJHluKOi\nZKhdeegyxqx+Y9vlkSNHePHFF9myZQtgPLts0qQJ8+bNU80u1T6fzI2otVEse/pXHmqWRov4P2Ve\n33t8hhWFimCXufpc0nLTCH84nNfeeQ2faj6k5qay+9huHCs7sm77OgqdCylyLSJJl4SXs9fV6/uV\nZZMqTehYvWPpsniUkXK155wcSEm5oRXFJpCw5TT6Y6eodOkkRXoDR0Qo//P7hOQaLQkIkNEjSUky\nUqRmTRPoNBKWoBEsu0jKVdGKojQA8PHxITMzEz8/P2xsbNi8eTMxMTFXX3Cz03/9elZWFpGRkZw7\nd45atWoxf/58unTpAkCnTp0YNmwYI0aMwMfHh9TUVJKSkm57IVi/fj3du3fHzs6OxMRECgoKCAwM\nZMeOHYSEhFCpUiUKCgo4fvw4Xbt2NXKX3D/menLeTld8djwNv2mIo60joVVCaeTbiOqe1Wkd2PoG\nR9nV4f5Hko2hyxQcPy5j3taulbk/XW96i2b4ORrVLuvXr09MTIzR7TItLU1VuzTDz01V6vaqy5g9\nY1nSbwmJQWPp2aUbtrO+goED1ZZmLZi1XTrbO2ObaktOdA59m/blzJkzdA3pyqjmoygoKODEFyd4\n4YUX6N+/P0UG6UDHZ8cTlx1HfHY8sVmx/HjwR55d9SwB7gF0rt6ZTjU60blG59Lnli4B5WrPLi7X\n0uoVYwtUexUZg717N2zZQreoTTT6OIlzDSAx8Voa0/feM5FOI2EJGkuLuTjPToqiHODGiwKDBw+m\nT58+NG3alJYtW9Lwulncyk33NK5fLygooEmTJjz++OMUFRXRqlUrxo4dC0CbNm1ISkqic+fOAISG\nhpKUlHRbURs2bGDixIk4OzsD8Pnnn+Pn58f69esZN05ORjMYDPTu3Zv+xkzSa8VEZ0QTXCmYw2MP\nqy3FpBw+DD16wCuvyCwbFlJxyqh26ejoyM8//6zZZQXAp54PI3eNZMWQFcyv8QZPTH4b1z17ZD7o\nO5T01rhvrMYubW1sCXAPIMA9gBa0uOF4RYYijlw6wrYL21h5ciWT1k/C2d6ZNzq9wXMtnitVx5k1\nb74pPWWAbt2oEvkPVTJPQ2Agj/oH8eaqljRpotmO2VDSIGlTNMqYt3LZsmViwIABZTrG7TDXnIWW\npOv9Le+LkatGml7MdajRX0OHCvHxx3ffx9zyPN/cymqX1oq52p+aXOkTQ5FBbJq6SUyv9oXIaNlN\niA8+UFeYylRkuyyrnRgMBnEg/oCo/WVt8eY/bwqDwWAcYTehqj3n5gqxbZsQCxcK8cknQvTuLYSL\ni7iSGHrbrCPiytu2hOuOJWgUonR2aZU/Y3Jzc3F0dFRbhsZ1pOak8sY/b/DH6T/YPHyz2nJMTqNG\nMHs2tG4tMx5paFQEFBuFbh90ozC/kH+TAuk1bTS89NKtMUsaGvdAURTCAsLYMXIHjy19jNn7ZtO5\nRme61OhCl+AuNPZrjI1iLtl3S4mTk6yauHChTLfn6grt2yPq1uN4tDOvfR1E0Vw5jUBDXcxiwuDN\nlLXc6IoVK5g3bx4rtDNMdYoMRcw5MIe3I97myUZP8m74u3g5e6ktSxV+/BFmzJCJ8ssbSy0DrGGd\nJEUmsfSxpbzotxTefRe6d1dbkipodmk8LmReYGvMVrZEb2FLzBbSctMI8Q3huebPMbTpULXllZ4r\nITXTpsHzz1/9oZmTI2OeP/0UTp+Wlcg1jENp7PKeP9MURXFUFGW3oigHFUU5qijK28XbvRRF2aAo\nyilFUdYriuJ53WumKIoSpSjKieIKSFe2N1cU5YiiKKcVRZlREqElwc/Pj+rVy39igcatJOmS2Hhu\nI//b+T9GrBxBw28asujoIjYM2cDMh2dWWMf54EF47TUorrOjoVGh8KnnQ2ZMJkUNG8PJk2rL0bAC\nqntWZ0joEGb3ns3iAYsJ8Q1h24VtrD9booKL5kdSEnz1FXzwgSxBePo0IDNt7NypOc7mwj2dZyFE\nPtBVCBEGNAMeVhSlNfA6sFEIUR/4B5gCoChKCDAQaAg8DMxSrs1O+BYYKYSoB9RTFOUhY78hgA4d\nOvDll18a/bgRERFGP6YxUFNXVn4W3+//np4LeuL/uT8Nvm7AB1s/IDojGt9cXxb2X8iWEVto6t9U\nNY03o0Z/rVsHw4fDpEl33sdczy+Nu6N9brdyc5/Y2tui2CoYnFwgP18dURqqYmw7EULQ4vsW2L1v\nx+DfB/NQ7YfIej2LBf0XlOm4qtvzd9/Bf/4Dly9D376Qmws5OQQHy0HpK0VXVdd5H1iCxtJyXzHP\nQoic4oeOxa8RQD+gS/H2uUAE0qHuCywRQhQC0YqiRAGtFUWJAdyFEHuLXzMPeBSw8J+JFReDMOD7\nmS/uDu581/s72lRrQ6B74NWZ3BEREbQKbKWySvMgPR20MHwNDQ0N46AoClVcq9A1uCs/9/uZGpVq\nqC3JOPTrB97ecOaMbE8/DefO8bSXN41z6rCuah1qdKuNZ4188PCAOnXkUsOk3FfMs6IoNsB+oDbw\njRBiiqIo6UIIr+v2SRNCeCuK8hWwUwixqHj7D8BaIAb4WAjxYPH2jsCrQoi+t/l/FTKGy9IwCAMf\nbv2QZceXEZ0RTSO/RjT2bUxT/6a0q9aOpv5NsbOxyjmpJSIlBerVgwMHwFTFlrTYSg1z40OXD3l1\nZCr2Navd/RaMFaPZpXG5dPkS7255l18jfyXEN4ShoUMZ2Gggnk6e936xJWEwQFwcRafOsGvBGeK2\nnMEx9gx1lTPUtz2DrburdKKvb7Vry6W397U4ao3bUm5FUoQQBiBMURQPYIWiKI2Qo8837FaSf3wv\nRowYcbWsY6VKlWjWrNnVhNtXbgVo6+qvv9nlTTqJTmTps/Cq58WxpGOsObiGz7d8TlphGs+GPctD\n9g/hbOtsFnrVWJ85MxIPj2CCg13L7f8dOnSIjIwMQJZELS80u9TWS7Ouz9VTVFhEwtkzVK8brLoe\nU61rdlm+61XcqjDQdSCPtXyM3MBc5h6ey8vrXuaJak/w0/CfUBTFrPSWdd02KAi9LRi61mf+3Mbs\n3qxj0jOH6V7zGKFCwJEj6H78EdcLF7iC3sOD/bNm0XbwYNX1m8u6MeyyxNk2FEV5E8gBRgHhQohL\niqL4A5uFEA0VRXkdmTPv0+L9/wLeRo48bxZCNCzePgjoIoQYd5v/YZa/pCMiIq5+AOaE2roKDYUc\nTjxMXHYcly5fIvFyIpd0l4g4FUFkViRHxh6hSZUmqum7GVP2V2SknDB9+jRcvHj3+hDG1KWNcJkO\nte3PHLm5T3TJOr6u9zXP9zqPe83KcjJUBaQi26Up7CS/MJ+xa8byy6FfyH8jHwdbhxIfQ1V7PnxY\ntjNn4NQpmbZOp5OpNnQ69Jk6lNwcDNhQYO+Iq58niouLzMhxZenqCkFB10ae69aVtz5VwFKujeUy\n8qwoSmVAL4TIVBTFGXgA+AT4AxgBfAoMB1YVv+QPYKGiKNOBQKAOsEcIIRRFySyebLgXGAbMLInY\n++XixYukpqbSrFmz8ji8xnVM3jCZnw/9TIBbAMGVgqniWgV/N3/q+9THJ9CHeYPmmZXjbCqEgDlz\n4I034L//lQ60VlhNo6Li6utK89HN+TsqkMdmTUQZPBiuq4CnoVFWhBD0XtwbR1tHLr58sVSOs+p0\n7SonyHh6wqxZUKMGuLmBqyvHzrvS50kX5vzmQtcH7dm3zTIcU2vlniPPiqI0QU4ItCluS4UQHyqK\n4g38CgQhR5UHCiEyil8zBRgJ6IGJQogNxdtbAL8ATsBaIcTEO/zPMv2SXrx4MStXrmTp0qWlPobG\nvRFCYPOeDfV86vFe+Hv0a9APJzsntWWpjsEAY8bItEK//67Oj/6KPMKlYZ7kZ+fzc8efCQ0p5QFv\nKgAAIABJREFUpP2Wj2DLlgqXc0uzy/IjrzAP94/dmf/YfNpWa0sNzxq3lCU3awwGmDdP5jOdORNe\nfPGGp9PT5e/NTZtk0S0N41Eau7TKIinTp08nOjq6XNLVadxIrj6XlSdX8sG2D9AX6Tn94mm1JanO\nypWyDsT27eoVUtO+pDXMkazYLL5v8T0jnrhMZZEM33yjtiSTotll+fLDgR9YfXo1u+N242znzLvh\n71pGwZTDh2HoUPmFMWMGtGlz292+/BJ++AH+/VdLsGFMyqVIiiWSkpKCt7e30Y97JfDc3FBTl7O9\nM73q9uKBWg8QWiX0hucqWn/p9fD55zB6NEyZUnLH2Vz7S+PuaJ/brdypTzyqeVClaRUyvGpCXJxp\nRWmoiinsZFTzUawctJL4SfHMf2w+7219j2WRy0p0DFXs+eBBWXp26FBo3vyOu02YAKGhsmCKJVx3\nLEFjabFK59nX15fU1FS1ZVg90RnRhP8STrXp1biYdZEZPcutaKRF8NVX8Ntv8rbawIFqq9HQME8K\nLhfgIPLA3V1tKRpWiqIoeDp5Us2jGpHJkWrLuTfDh8OSJfDCC1crCt4ORZH+9ebNJtSmcVusNmwj\nJiaGGTMqtjNX3nyy/ROmbJrCpmGb6Fazm9pyVCUzE8LCYOFCaNdObTXa7WEN82VmnZkM7p+DjyFF\n3qqpQGh2Wb4IIdgSs4XPdnzGgYQDjG81nkntJuFs76y2tDszYICcHOPiImeWT5t217zMEyeCra0c\nfdYwDuWW59nSqFOnDpUqVVJbhtUzqd0kIqIjeHjhwyT/JxkPx4oXhJWSAp99Bj//LK+BrVurrUhD\nw7zRXdLhmpMCNfzVlqJhZczaO4svdn7BlI5T+G3gb+Y/gf3yZZmWDmDRIlld8C7k58skHLGxJtCm\ncVesMmyjT58+PPPMM0Y/rrnG76il64llT5CWm8b+0ftv6zhbe38ZDODrK0M3d+yAb7+VIwJq69Iw\nLdrndiu365Oc1Bx2fLEDxVbBMf0SVKliemEaqmEKO/Fw9MDB1oEBIQNK7TibxJ7PnYPBg6UNeHjI\nEZg+fe75MkdHmc1u8WLLuO5YgsbSYpXOs4ZpCPULJTknmf/t/B+fbv+UlSdXEpkUSVZ+ltrSTIKN\nDbz0krwO+vqqrUZDw/zIScnhwA8HWPDQAmbWmkn83nie3f4syqVE8NdGnjWMy9CmQ+kQ1IGZu8ul\nhETZEQKcnGQBE39/SEqCbdtg8mT5hXIfTJoEy5eXs06Ne2KVMc8apmN37G6OXDrCyZSTnEo9xdn0\ns1zMvIiNYkOQZxBBHkEEVwqmvk99GlRuQIPKDajpVVNt2UbDYIDx4+Vk6R077hqqZlK02EoNtdAl\n6zi54iTHlx0nbk8ctR+qTcgTIdTtVRcH1+LCFaGhMHeunChQgdDssnzZGrOVcWvGMbHNREa3GK22\nnNuzZImcXX78uAzTeP99WRHwHuj1sG8frFsHP/6oJasxJlqeZw2zwCAMnEk7w774feyN28vO2J3s\njtt99fnI5yMJ8Q1RUaHx2LQJxo6Vt9K+/15tNdfQvqQ1TE1GdAZf1pS59au1rUbbSW2p90g97F3s\nb925Tx8YMgSefNLEKtVFs8vyITYrlsVHF/O/Xf/jswc+Y0joELUl3Zv4ePmlMXOmtINWreSIdK1a\nEBh4dST6SkjgmjVQvTqEh8OgQdC2rbryrQnNeS5nzLVOu9q6TqacZO6huZxKPcXRpKNEZ0Tj6eiJ\nu+JOrSq18Hfzx9/Vn3o+9ejfsD++rurGOBirv7KyICRETuDo29d8dIH2JW1K1LY/cyHzYiZLH1uK\nrb0tSVFJUAC+Ib74NfbDt5Evfo388Gvsh1uAG8oPP8Bff8ncjhWIimyXxraT48nH+Xbvt/x97m9S\nc1PpXrM7L7V9ibbVyuZVmtyeExLkjPNTp+DsWRkHmJYGwcGketVm0a5aJOKPfsyLtH3Qg6AgqFYN\nTpyIoFs3E+osBZZybdSybRRz7NgxbGxsCAmxjtFNc2dP3B4++fcTPB09GRk2kqebPE0z/2Zs27rN\nIgynNGRnQ6dOMp+zMRxnDQ1LxzPIk9H75K3yiIgI2oS2Ifl4MknHkkiKTOL0H6dJikzCoDfQ/sXm\ndNq0CVJTwcdHZeUalsgHWz9g8bHFjAobxQutX6CxX2PsbCzQpQkIgP/+99r68eOydP3mzXj/8w8v\nshaAD/RPM2+eB7GxMttGaqocoA4JgY4doWfPu9ZX0TAyVjny/NZbb2FnZ8dbb71lRFUad0IIwf6E\n/ey8uJM98XvYE7eH+Ox4mgc0p01gG1oHtqZdtXYEegSqLdVorF8Pb74Je/aoreT2VOQRLg3zJv1c\nOnNazWFU97N4V3evULmeNbs0Hsm6ZNadWcfm6M3svLiTi1kXaeLXhJZVW9IioAVtq7WloW9DtWWW\nDCFg3Dj46ScZ5AxgZwd//AEPP3zDrvn5Mu750CFZrvv77+X3Uvv2Kui2cLSR52JsbGwwGAxqy6gw\nKIpCy6otaVm15dVt6bnp7Ivfx564Pcw/Mp+xq8cS5BnEqLBRjGs1DhvFshO91K0rf/0XFsprm4aG\nxv3hVcuL9q+2Z0OEP4Pm/0em7KpgEwc1yo6vqy/Dmg5jWNNhAGTnZ3Mw8SC7Y3fz0vqXsFVsiX8l\n3nxzPZ84IX84JibCpUsy80ZSEjg4yLjn+vWhYUPZbuMROzpC5coy6uOvv6BBA6hXT4X3UUGxbA/m\nDiiKUi7Os7nmLDRHXV7OXthftGdq56msGrSKA2MOUNurNuPXjWf9mfWqajNGf9WsCU2byokbRUVl\n1wTm+Tlq3Bvtc7uVe/WJrYMtipMjfPIJjB5tPCPSMFvK207cHd2p612X5SeW0zqwNYfGHiqV42wy\ne/7hBznCvHatDNvYuhXS0+VkmpMnYdUqaR/Dh4On52119ugBf/8N33wj74JWrmwa6feLNV8brdJ5\ndnFxQafTqS1DAygoKuCp354i7LswnO2d2fbMNnrW6am2rDKjKPDrrzJtUGKi2mo0NCwHXZKO7R9t\np9tH3WDECHB1ha+/VluWhhXwz/l/OJd+jl8f/5XqntXVlnN3xo699rhRIwgOBuf7LyNuMEB0tDSd\n8HDzSZNaUbDKmOdvv/2Ww4cPM3v2bCOq0rhfhBCk5qZyMOEgM3bPQAjBiidX4GjnqLY0o3H6NHz8\nsZzbsXv3vfc3NVpspYa5cnz5cQ7+eJDB6wbLDbNnw+bNsHSpusJMgGaX5Yu+SE/z75szud1khjcb\nrracO3PqlIyzaN0ali2TeZ5L4P0KAS+8AMeOybmFmuNcNrSY52Jq1qyJg4OD2jKskvzCfFJyUki8\nnHhLi8uO41z6Oc6ln8POxo76levzVOOneDbsWYt3nIuKZL7NP/+UczcyM+Gpp2SZVA0NjfsnqEMQ\n615cx+a3NtP5zc7Yrl4t4541NMrInANzsFFs6FvfzFMg1a4t09OtWyfzO9vaQps20LixjHWuX19O\nrPH0vK1nnJEhcz87O8uIj8mTtaQ1psYqR57LC3PNWWgMXUIIojOi2Re/jyOXjpCck0xabhqpualy\nmSOXBUUF+Lj4EOAWIPM3X9equlelllctalaqiZezl9X018cfw5dfymqqffvK1rz5fVdTLTddd0Mb\n4TId5nqeq8m9+uRy4mVWjlhJXkYeT9XZi6sr8N13JtOnFhXZLk1hJ3P2z+GtiLd4vcPrTGgzAaUU\nQ7Imt2chZPzFnj1yEuHJk9dyPuv18ovH3x+qVLm29PHheOIlnKt1ZPF6bxat98He34fgpp40bGRD\njRoyjV21arL5+KgzOm0p10Zt5Fmj1DSa1YgTKSeurlf3rE6YfxgdgjoQWiWUxn6NCXQPxM3BrVQX\nJEtmyRI5ALBokcypqaGhUTbc/N0YvHYwq55dxU7P3vT4doAcSjP2L1KNCsVzLZ6jTbU2jP5zNPOP\nzOfZsGcZ1HgQ3s7eaku7M4oiZ6DXrHnrczqdzMRxJSPHlWVUFD4nTlDlwH7+m5bGlMBUDMmpKKsv\nk/d3JbLtvUmz8SGpyIeT+d4kFflQ5OENPj7Y+3nhVNUb9+pe9HjCC586XlCpkpY2qoRoI88aAOQV\n5hGdEc359PNymXGemMwY4rLiiMuOIz47HjcHN6p5VKO2V23ZvOWyjncdgjyDLDNB/X2QnS1zaH7y\niSyI1rmz2oruTUUe4dKwHBb3XUyjMHtC//wIDhxQW065o9mlaSg0FLLx3EZ+OfQL686s45G6j/Bc\n8+foWL0j9ra3KRdvLRQWyowdaWmyikpaGiIllazzqSQeTyP9TCrZF9IRaWl4kU6AUzrVnNPka0A6\n8t7e0KIF/Oc/0KOHuu/HRGjluTXKDSEEKTkpXMy6yNm0s5xNP8vZtLOcST/D2bSzJOmSCPIMomHl\nhkztNJU21dqoLdnozJ4tryf9+8M779x+oMBc0L6kNcwdXbKOmbVn8tJ4Pc4FWRWiWIpml6YnPTed\neYfnMe/IPM6mnaVv/b7M7j0bF3sXtaXdm9xciI+Xy7w8WRklL++Gx+mJ+aTE5pGdko8uNY+c9Hzy\nMvLIy8qnMDuPQl0+zkoelZzy8HTMw9shG08lG1dDNk6F2dhezpLHuvkceuAB2LBBnfdtYjTnuZwx\n1/gdc9CVV5jH+fTzvLD2BTZHbyZ7Sjb7duxTXdftKEt/paXBzJnw1VcyPe0HH8i5HmrruhntS9p0\nmIP9mRv36hNDkYGFDy+kasuqdN/5gfxV2quX6QSqREW2S3Owk+iMaDr81IHZj8ymT/0+t91HVZ1n\nz8K778K5c3D+vBw9DggAFxdwcpLN0RGcnEjOzibHUI3texxx9XHCwd0RR08nnL2ccPF2xM3HCXdf\nRzz9nHDydLz2ejc38PAAd/drzcWlXIKizeEzvx+0mOdiTp48SX5+Pk2bNlVbSoXByc6Jhr4NmdJx\nCpcLLuP3mR+V7SvTPLE5DSs3pKFvQxpWbkiDyg1wd3RXW26p8faWo85jx8Kjj8Ivv8DIkWqr0tCw\nLLZ9tI2igiK6vtEBfPdAp05qS9KwQpJ1yRxMPMj++P1sv7idHRd38EjdR3iw9oNqS7s9GzbA/PnQ\ntaucZNOx4x1HZyIjIvjhh3Bq95D+toZpscqR52nTppGUlMTnFeA2oLmSX5hPVFoUJ5JPcCKluCWf\n4PClw/g4+xDzUgyuDq5qyywTixfD1KnybnP//mqruZGKPMKlYf58F/YdD37xIDUDC+Chh2S2gQqA\nZpemYf2Z9YxfN55kXTLN/JvRPKA5HYI60LF6R6q4VVFb3p0RAvbvlw704sXwzDPw6ae33fXAAXmz\n5tgx86ssaGloI8/F2NraUqSVe1WNQkPh1bR2iqLgaOuIu4M7Xs5euNi74OXsRXZBtsU7z4MGyUnK\njz4q826WoDiUhkaFpvHTjdk7ay81Fz0qHYaNGyvM5CSN8mdz9GaiM6KJnxSPr6uv2nLuH0WBli1l\nmzpV5oN+7TV5y/MmJk6UaVQ1x1kdrDIvUHk5z+Zap10tXUWGIjac3cDY1WN5aMFDNJ3dlCqfV8H5\nQ2fCvgtj4MKBLDy6kCRdEs38m/F6h9eJmxRH1ItR+Lv5q6IZjNdfiiId5rp1ZShZWTHX80vj7mif\n263cq09av9Ca2J2xxB5IglmzZByUXm8acRqqYCo72Ru3l2NJx/B18S1VBiizsWc/Pxg/XoZu6HQ3\nPHX6NBw7FsGQISppu0/Mpi/LAW3kWaPUrDuzjj6L++Dj7EN4cDg9mvSgdWBrWlRtgZuDm8VMFigt\nO3fKu2r//a9WHlVDoyTYu9jz8NcPs/zJ5Ty39zlcPT2lQVlCHkgNsyI7P5tdsbvYGrOVladWkpmX\nyesdX+e3gb9ZbmXbpCTYvRtyciAqSmbbcL12p1anAy8vsLfirHvmjlXGPM+aNYsjR44we/ZsI6rS\nuB3Hk4/z2/HfOJdxjguZF4jJiOFi1kUqu1SmkW8jGvs1plXVVgxsNBBbGyOlpTATGjSAmBhYswbC\nw82rvoMWW6lhCWyYvIG8zDz6JnwPw4bBwIFqSypXNLs0LufTz1NrZi0AxrYYy5D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FeKRBHjt45n3qF5DAoYxGMNHqOLTxdsKxl28eOZM7B+PezcKVtBgbwe1K0LdepAQIA0Un9/1U+W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\nt5dNZZG8M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KuvCrFiRYkPkZMjxIEDQixcKHdvZycECPHVVwb8XGZGaeyyRNk2dDqdBXAA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\nopv8f7O0VnDiwxgZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16eb079d748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_depth= 2960\n",
    "bottom_depth=3340\n",
    "\n",
    "triple_combo_plot(top_depth,bottom_depth)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Calculate Volume of Clay\n",
    "\n",
    "\n",
    "The first step of a basic well log analysis will begin with the volume of clay calculation.\n",
    "\n",
    "There are several methods used to perform that, clasified as:\n",
    "- Single methods: Gamma Ray Log, Spontaneous Potential, VCLRT\n",
    "or by\n",
    "- Dual Methods: Neutron-Density, it is based on a N-D Crossplot, where a clean line and a clay point will be defined, as you will see in the graphs below.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#VCLGR\n",
    "def vclgr(gr_log, gr_clean, gr_clay, correction=None):\n",
    "\n",
    "    igr=(gr_log-gr_clean)/(gr_clay-gr_clean)       #Linear Gamma Ray\n",
    "    vclgr_larionov_young=0.083*(2**(3.7*igr)-1)   #Larionov (1969) - Tertiary rocks\n",
    "    vclgr_larionov_old=0.33*(2**(2*igr)-1)        #Larionov (1969) - Older rocks\n",
    "    vclgr_clavier=1.7-(3.38-(igr+0.7)**2)**0.5    #Clavier (1971)\n",
    "    vclgr_steiber=0.5*igr/(1.5-igr)               #Steiber (1969) - Tertiary rocks\n",
    "\n",
    "    if correction == \"young\":\n",
    "        vclgr=vclgr_larionov_young\n",
    "    elif correction == \"older\":\n",
    "        vclgr=vclgr_larionov_old\n",
    "    elif correction==\"clavier\":\n",
    "        vclgr=vclgr_clavier\n",
    "    elif correction==\"steiber\":\n",
    "        vclgr=vclgr_steiber\n",
    "    else:\n",
    "        vclgr=igr\n",
    "    return vclgr\n",
    "\n",
    "#VCLSP\n",
    "def vclsp(sp_log, sp_clean, sp_clay):\n",
    "    vclsp=(sp_log-sp_clean)/(sp_clay-sp_clean)\n",
    "    return vclsp\n",
    "\n",
    "#VCLRT\n",
    "def vclrt(rt_log, rt_clean,rt_clay):\n",
    "    vrt=(rt_clay/rt_log)*(rt_clean-rt_log)/(rt_clean-rt_clay)\n",
    "    if (rt_log > 2* rt_clay):\n",
    "        vclrt = 0.5 * (2 * vrt)** (0.67*(vrt+1)) \n",
    "    else:\n",
    "        vclrt = vrt\n",
    "    return vclrt\n",
    "\n",
    "#VCLND\n",
    "def vclnd(neut_log,den_log,neut_clean1,den_clean1,neut_clean2,den_clean2,neut_clay,den_clay):\n",
    "    term1 = (den_clean2-den_clean1)*(neut_log-neut_clean1)-(den_log-den_clean1)*(neut_clean2-neut_clean1)\n",
    "    term2 =(den_clean2-den_clean1)*(neut_clay-neut_clean1)-(den_clay-den_clean1)*(neut_clean2-neut_clean1)\n",
    "    vclnd=term1/term2\n",
    "    return vclnd\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " - Declaration of the variables for clean and clay zones for VCL calculations: (We can come back here any time to modify the parameters for VCL eq!!!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Input parameters \n",
    "logs=data[(data.DEPT >= top_depth) & (data.DEPT <= bottom_depth)]\n",
    "\n",
    "gr_clean, gr_clay = 40, 135\n",
    "sp_clean, sp_clay = -60,2\n",
    "\n",
    "neut_clean1, den_clean1 = 15, 2.6\n",
    "neut_clean2, den_clean2 = 40, 2\n",
    "neut_clay, den_clay =47.5, 2.8\n",
    "\n",
    "#calculate the VCL functions, by looping with pandas series values through VCL functions defined above\n",
    "# without looping - the function will throw an error\n",
    "vclgr_temp,vclnd_temp, vclrt_temp, vclsp_temp =[],[],[],[]\n",
    "\n",
    "for (i,j,k,l,m) in zip(logs.GR,logs.NPHI,logs.RHOB,logs.ILD,logs.SP):\n",
    "    vclgr_temp.append(vclgr(i, gr_clean, gr_clay))\n",
    "    vclnd_temp.append(vclnd(j,k,neut_clean1,den_clean1,neut_clean2,den_clean2,neut_clay,den_clay))\n",
    "    vclsp_temp.append(vclsp(m, sp_clean, sp_clay))\n",
    "    \n",
    "logs.is_copy = False # without will throw an exception\n",
    "\n",
    "logs['VCLGR']=vclgr_temp\n",
    "logs['VCLND']=vclnd_temp\n",
    "logs['VCLSP']=vclsp_temp\n",
    "del vclgr_temp, vclnd_temp, vclsp_temp         #remove the arrays to free mem\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "We will create several displays (GR,SP vs DEPTH track, histograms, N-D crossplot, VCL track) in order to see and choose the right parameters for our clay/clean formations as well as to compare the results of all VCL methods calculated above.\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x16eb05eb630>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qA8uMMUZEjolIM2A58AAw0pNlzw7XX4vBmnf0rmg+W/kZ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rN6fFsiPqaUKkLUsWOq5OcrM72kJEhMrNv6+5cydao706cb2nyTaK9xwI1ECDEImA1cCvwCTJVS\nbhdCBAN/AloB12g0tqFTJxg5EqqqKHOW5NUUQGEVXTtUUyWrWe+cTIK/LzluUUztPZXPZnyGe6fG\nvRPt8bldXyYp1TtHWZkKY15aqoIeZGZCWpoq6el1+/n5amFg2DAYPlwFkDFaJnvBHmVqDVoBtwN+\nTfmVlze+zIa0DVwQfgGjQkbx1ISnGB48HE8Xz1bVLaXqvPn5Z5aCAqVYFxXVKdnmYj4nBHTtCl5e\nKiJUZKRaDbzsMrXt3Rt27drqUJ2iHfI68B5qtvvkMouUMrN2Vlyj0WhsQunqFZTecztlZYX8EVTF\n8V49YMZAvGJuJ2LAWGK79WeajTJGm6muVqbq5vGzuPjU8bS4uE6ZPr2UlamknOY09KWlqk5zJmpz\nCQ6uyxs0dKjadu+uSseONv35mhaibcBtyOaMzSz8cyGb0jfx1ISnuLLvlbh1cmvSd8vK1CpcZuaZ\n2+xsyMurU7I7d1YZsU4vPj51yrW5nH6swwzaJ0bajgoh3IHjUsqa2mMnoLOU0mbruG2pH2usi7YB\nbxu0pg9LKdm/8hNMzzyN1/5Ulsw+n6i7Hic2YkKLs0U3BZNJTT7l5al8F7m5dfv1zxUWnqpoHz+u\ncmF4ep46fpqPPT1VcXM7U7Fu6FynThb7iRqD0XHA69FWBu4FcQv4YOcH3D/qfm4fdnujS2apqSrh\nTXJyXXrZ5GT1th0SokpwsCrm/aCgU5VsFxcr/ziNxTFYAd8ITJRSltYeuwOrpJSjjai/hTK1iX6s\nsT5aAW8btKgPp6dT8+knHH7nRToXlbLzugvp9ei/6dV9kCEySQkpKbB796mmHOZtZia4uqoMkv7+\nDW/9/NS4Wl/JdndXNtma9odWwOthy4G7OfZJ4z4cx9jQsTw38blTzldWKj+TlStVqL+iIuX83bu3\nMvno1QuiolTm3fopZturLXR7bdtgBXynlHLIuc5ZE62AaxpDK+Btg2b1YSlVEp5vv6V8xlRmdljM\n1DkvcuvIO1olQ1kZbNkCf/6pysaNIGUc550XS1hYnRmHeRsSYptVX3u0bdYyNQ0dBaUNctvQ2/gh\n4YeTxwcPwtNPww8/QP/+KtPVokXKuUK/WWssTJkQYqiUcjuAEGIYYF8hdzQOT2BgD3JyDttaDI01\nOHpULecePKiWdJOT4YsvYMcOXIcM4fx1z7M5Zxu3tqDqY8fU2Pnxx7BnjwrPd/75cP318MYbqkk7\n0+E07RQ9A24jXlr/El/s+YJPrviEAd0GMHKkiqv94otwwQVqltutaebgmnaIwTPgI4AvgUxAAIHA\nNVLKbUbU30KZ2kQ/1hhH02a2Qf2L6hlwe+eUPnzoECxbBhs2qHCCpaVqWTcyUpWoKHU8ahQIwczv\nZpJ2LI3nJz7P6NDROImmz0Ldey/8978qKsjcuWrVuHt3ZTYiHPJOa2yJNkGpR1sZuE3SxH82/oeX\nNrxEj649mD3gLjokXM2yxS4kJSk7ta5d60xO6m8jI5XNmab9YoFEPB2B6NrDA1LKKqPqbqE8baIf\na4xDK+COhRBCyvR0mDkT/vgDpk2D6dNh9Gg1kJ1FGz5Rc4K3t77NO9vfIbcsl2nR05jeZzoXRlyI\ni/PZnZqkhJ071Wryli0qOEFamgqpW9/cpH4xn/Pz00q6pnloBbwebcUG3Ey1qZofE3/k3e3vsiFt\nAxMiJjChxwTGh8XiUdmH1IPOJ1fozA6YBw8q5TwyEnr2VKWycj+XXtqX8HAICLBuWKL2aoftKDbg\ntfWNBnpQzyxNSvmJUfW3QB6tgLczbKGAN8XsJSAgnOzsQ02Qq/k4vAJeWgqvvALr1ikj7JAQGDtW\nlQkTlOZ7DpILklmSsITFBxazO2c3I0NGMixoGMODhxMTFEO4VzgdnDqcs57SUqWML18eh69vLOnp\nnCxmR8yysrpgBo1t/fyU86WRiro92jZrmZqGtgFvwzg7OTOtzzSm9ZlGVkkWv6X+xm+pv/HqxlfJ\nLMmkr39fBnYbyKCBg5gWMorhwcPp6ORCRoaaJTeXzZt9+O03OHxYhUvy8VHRUMxRUczbbt3qPLr9\n/VWklA7nfnZpHBghxKdAJLATqKk9LQGbKeAajTVQyvfZFfWcHIfUj62DmxvMq00lUF2two+sWweL\nF8Mjj0BW1jmriPKJ4qHRD/HQ6IfILctlc8ZmtmZu5aNdH/HAzw+QW5ZLj649iPSJJMo7iiifKAYG\nDGRwwGC8u3ifrMfdHaKjVZON6XDl5UoRz8ysK+npsHlzXZjf/Hx1na+vGkvN2/r7Pj4qb0bXrnXF\n21tHS9Gcip4Bt2NKKkvYm7uX3Tm72ZWzi43pG0nISyAmKIYZfWZw05Cb8Onic8b3qqtVrNLMTPWw\nycqq2zfHMTWXoiL1cDAr5Ocqfn46Rqk9YLAN+H6gnz11HEfqx5qmYYsZcFtHVHH4GfDG7ttPP8El\nl8Drr8OgQcpT0tu74WvPwfGq46QUppBckMzBwoMk5iey++hu4nPi8e3iS0xQDJdEXcK06GkEuAe0\n4hfVceJEXUK7vLy6vBvm/YICNbaaS2Gh2paXq7CFZoX8dAW9/nFD51xdtYmMvaFNUOrhyAO3lJKE\nvASeW/ccn8Z/ipeLF5kPZeLa0bXFdVZXq4fF6Yp5YyU/X01qnE1B9/eHsDAVzUVjGQxWwL8B7pNS\nnns6yko4cj/WNIxWwB2Ls/bh/Hz48ks1Ix4fr7a+vnDeeaqMGaPyqrdC2zxWcYwfk37kjS1vsCFt\nAwJB3M1xjA8f3+I6W0t1tUreY1bIT1fQz3VcXX12Bb2h4yFDdC4QS6IV8Hq0NRvws2GSJuIOxbEy\naSU7snewM3snzk7OnB96PpMjJzM5cjIR3hEWabtRmWozhdXPErZu3QF8fKJJS1PP0vj4unS6GRnK\n/MVSaBtwQ+paAwwBNgOV5vNSysuNqL+FMmkFvJ2hFXDHoll92GRSDk4bNypb8V9/VQG5H31UOXGe\ng+SCZFYkrWDP0T0k5ieSmJ9IcWUxvX17MyJ4BKO6j2JUyCj6+fdj7dq1dmdH3NSxpLJShVlsTEHP\nz1cBZ8z+YmVl6nvjxsGaNc0zN7VHe2t7lEnbgDsgKYUpXPTpRbh3cueqflfx0PkPERMUQ6B7oE3l\ncnJSb9VpacqxPS4ODhzozrFjanktKAgGDFCz4GlpUGXTWBqaJjLf1gJoNJp2jJOTCkPYuzfceKNS\nyJ97Dq67Ti3R3nNPg19LLUzl0s8vpbCikEt7XcrQoKFc0/8aevv2JsQzpFnhC9sCLi5qoSArC7Zv\nV+8qBw/WmcAUFSkHUV9fZdnj66vOeXio6DAa+0LPgNspqw6uYt5v89h066baWRr7QEq1OnjggHo2\nXnSRisISFKTjrFoTC0RBCQd6SSlXCyFcgQ5SyhKj6m+BPA7RjzVNR8+AOxbN7sP79qn0z+vXq3jh\nPj5w1VVw222NRkv5OflnHln9CNvv2O5wynZDZGTUZey86CIV0bFv3zonUG9vHVTB2ugZcAcjvTid\n25fdzvzY+XalfIOKpXrokDIxWbFCvYn3718XoskcrsnfX3t7txWEELcBtwM+qGgoIcBbwF9sKZdG\no2knrFwJ11yjZr+vvhr+8x/lSHQWfjn4Czf8cANvTHmjXSjfAAkJaltQAKtWqbE4OrouhrnZD6t+\nVBZnreXZLRb9rxVCuAghNgkhdgghdgshnqw9/1chxB4hRI0QYuhp33lUCJEkhNgvhJhU7/xQIUS8\nECJRCPGqJeVuKXFxcYbU4yScOF59HN8uvlZv+1x06aIiqpSXw/LlMGMGpKYeYvNm+N//4JZblEN7\n585q0iI2Fj78EI5bKLG5tX63vbVtMPcAY4BiACllEtCtKV8UQrwvhMgRQsTXO+cthFglhDgghPhZ\nCOFV77MG+7dGo7Esdj0ee3kphXv9euWQeeCAGmTO/nvUVzt7nfW607HH53ZTZfrLX9QqdGmpMj95\n7DFl8llerkxSFi2CJ55QCwfmcdjHR1n2TJ6sxugmRH5slkzWxB5lag0WfTeSUlYKISZIKcuFEB2A\n9UKIlcBu4Arg7frXCyH6AlcDfYHuwGohRK/adaw3gTlSyi1CiBVCiMlSyp8tKb+tCPYIZtnMZUz9\nYipv1LzBX/v91dYinUGHDmrpq29fCA4+RGxsj1M+P3ECsrNVRrJXX1UTHF9/bRtZNeekUkp5wjyg\nCSGcaZotAMCHwOucGjN8LrBaSvmiEOIR4FFgrhCiH433b41GY0HsejwePVp5769dC7/9BgsWqADc\nS5cqY+YGmNhzIt9c9Q2zvp/FLTG3sCB2gd2tGFsKJyf1vhIWpkxRGsNkUg6aeXmwZw98/70Ky757\nt1qp1tgWq9mA19qV/g7cJaXcUntuDfCQlHJ77fFcQEopX6g9XolyEDsM/Cal7Fd7/lrgAinlXQ20\n4zDj+Uc7P+LfG/7Nnrv32FqUVpGbC1FRatlM26cZg8FRUF4EioAbgXuBu4F9UsrHm/j9cGCZlHJQ\n7XECqn/mCCECgTgpZZ/G+reUclMDdTpMP9Y0DW0Dbj2sMR63ug+//77SFiMi1FJqjx4QHq5KWJgK\nig1sztjMuA/Hkfi3RMK7hre8vXbCnDkweDDcd5+tJXEM7NoGXAjhBGxD2Za+Ye7sjRAC/FnvOKP2\nXDWQXu98eu15h2VR/CIeWf0ICycttLUorWLnTvjgA51AwM6ZC8xBzYTdAawA3mtFfd2klDkAUsps\nIYTZnKWx/q3RGIxLu5kNbQ5tajyeMwduuknNgi9dquwrjhyp+9zfn6VPzWJ28Sc8MOoBQr3Onda+\nvVJTA1u3wo8/wurVMEkb/9kFFlfApZQmIEYI4QksFkL0k1Lus2SbN998Mz169ACga9euDBky5GTs\nSLMNkSWO69sntba+nwp/ItA9kJQdKfx89GcmT5x81utPl8Eav9d8vHPnTh544IGTxxUVTiQmjueD\nDyA7u4LJk7P5888eODkZ3/6rr75qtb/v6cdG/r3PdWzeP3ToEEZT20ffrS2WoEXTYPPnzz+5Hxsb\na3fxXzX2TCVNn023HnFxcTa1Y7X2eNyksfi88yAhgbhvv4WcHGI7dYL0dOL274ejR4ktL4fgYOJ8\nfGDAAGLHjoWePYkrLOTJg/8jKCKICO8Ivlr+FYHugUyYMOHU+u1orGzs2BJjyerVcWzYAMnJsfz0\nE7i5xTFqFHzySSzjx9v32NrY8em6hi3kMe8bMhZLKa1WgCeAB+sdrwGG1jueCzxS7/gnYBQQCOyv\nd/5a4M1G2pC2Ys2aNYbVVWOqkV/u/lLGfhQrPZ/zlFd/c7XcmLbRKm03lzVr1kiTScr4eCmfekrK\nkBApZ8yQ8tdfpaypsXzbtsKWbdf+nxvVL1OBlNNLM74fDsTXO94PBNTun+y7jfXvRuq03M3T2CWA\nVC5m5ypNuc7Yuiz5m6UVx+D6xdLj8Vnv24kTUl53nZS9eknZubOU/fpJedVVUj7yiJSvvy7lDz9I\nuWWLlFlZZx1Eqmuq5Y+JP8qZ386Ugf8OlGGvhMlbFt8i1x5aK00mU4PfseVzuzGMkikvT8rFi6X8\n+9/VODxunJRvvCFlaqrtZDISe5SpNX3Y0h3cD/Cq3e+CsjmbUu/zNcCwesf9gB1AJyACSKbOTn0j\nMBI1ZbECuLiRNg2/wbYmtyxXvr7pdRn2Spi88qsr5aHCQ7YW6Qweflj9N3XrJuWPP9paGsfHYAXc\nt14JAR4AnmrG93sAu+sdv2AeuIFHgOflOfp3A3Va8vZp7BCtgFtc4bbqeHzO+/b661L27CllWJiU\n06dL+cQTUn79tZT790tZVdXse2kymWRCboL89/p/y35v9JP93ugnv9v3nSytLG12XW2R99+v+58d\nMkTKuDhbS9Q+aE0ftqgTphBiIPAxKtyhE/CVlPJZIcR0VOQEP5Tz104p5SW133kUZY9aBdwvpVxV\ne34Y8BHQGVghpby/kTalJX+TLamormB+3Hze3f4uHp08GBM2huFBwwn1CqW7Z/w8JI8AACAASURB\nVHdCPEIIdA+kY4eOVpetpAR++gmWLFHxwa+/Hi6+GGJiVJIejbFY2nlLCLFNSjmsCdd9DsSilPcc\n4ElgMfANEIpy2LpaSllUe32D/buBeh22H2saxmgnTGs7dLYEazphWns8blIfrqmBxEQVlqN+ycqC\nPn2UA+bo0fDQQ836rVJKViav5Nk/nmVH1g5CvUIZFDCIgd0G0t2zO93cuuHv6q+2bv64dXRr8z4D\nVVXKzvuPP+D332HdOpgyRYUfjI5WoQh9fGwtpePRmj6sM2EaSFxcnFXsVE3SxIG8A6xPW8/O7J1k\nlGSwf8t+SoJLyC3LxdfVlxCPEII9gs940Jx+3KlDp1bLc/rvzsqCN96AjRthxw7o2FF5XUdE1Dmw\nm53Zg4NbFxnFWvfc3to2OApK/di/TsBwVHSEwUbU3xK0At7+0Aq4Y9HsPlxTA4cPqxjg27apmHk7\ndsCECSo0YQupqqkiMT+RXTm72HN0D9v/3E6Hnh3ILcvlaNlRjpYdBcDfzR9/V3/83fzx7uyNd2dv\nfLr44N1F7Te0NUpxt8RYUlCg/FY3bVK3NDFRjcW9e6sxOCAAAgPrivm4WzeVvMeW41tj2KNMdh0F\nRWM8TsKJvv596evf9+S5uAD1j1ltqia7NJuM4gyySrNOPmQOHzvMlswt5JbXPXTyyvPw7uxNT++e\nRHhH0LOr2vb27c2Y0DF0cGqZZhwUBM88o/alhLQ0Nalx+LAqu3ap7ZEjKj5pUFCdQn66gh4WppL/\naCxK/VA71cAhVPxfjUajsSyVlfDiiyphhJubmq7t00dldRsxAkaNalX1HTt0pH+3/vTv1h+AuA5n\nKnFlJ8pOjo25ZbkUVhRSeLyQwopC0o6lEZ8Tf8o587baVE2QexDBHsGEeIYQ7F679Qgm3Cuc87qf\nZ5MVaVCz3ffeqwqosfjoUaWIp6dDTo7K1XHggNpmZ6tzeXkqpb27O0RGNqykm4uPj8543Rr0DHg7\nxiRN5JTmkFKYQmpRKqmFqaQUpbAzeyelJ0p5Y8obTIq0bLyiykr1MDAr5GYl3Xyclgaenqcq6CNH\nwsSJKs1ue8WRZ85A9+P2iJ4Bdyya3IcPHFD2isXFcMUVMHasUrz79LH7xBHHq46TVZpFZkkmmSWZ\nZBRnqG1JBon5iaQVpzF7yGye+8tzbcbEpaZGKeFmhdysnDd0XFIC/v6nKujBwcr0dORI6N7d8cMP\naxOUeuiBu3X8fvh3nox7kiPHjvDOZe/wl55/sak8JpPq9GblPDW1zsZt8GCVWnfgQJuKaBMMNkF5\n8GyfSylfNqKd5qD7cftDK+CORbP6sJSQlKQciTZuhC1blIYXEwPDhyuFfMQINSVr5xpdZXUlixMW\n8+72d4nPief2Ybfz9ISn24wC3hxOnFCz6vWV8vR0ZYu+aZMyebnmGpVPyVEnzLQCXo/2YANuVNs1\nphrSitNIyEtgdcpqliUuo8ZUw+PjHuf6Qdc3eenMFr+7shIWLoTXXqsgO7uzVds240A24J8DI4Cl\ntaemApuBJAAp5QIj2mmmTFoBb2doBdyxaHUfLixUtuBbtiiNbssWNeU6fLgq55+vMsp0bt7z38jn\ndumJUo4cO8KhokNsydjCH0f+YFPGJkYEj+COYXcwvc90XJxdrCqTUbRWJikhJQVmz1amKosX214m\nS6BtwDXnpPREKZvSN7HuyDrij8aTmJ/IwYKD+Lr60sunF+PDx/PFlV8QExjTJt7UO3WC+HiYPDkb\nFQVP0wq6o+L/lgAIIeYDP0opr7epVBqNpv3i7a1sDSdOrDuXk1OnjL/6qtLupk2DXr0gJETZP5i3\nnp6GzJZXVleyN3cvO7N3Ep8TT2pRKkeOHeHIsSOUV5UT5hVGmFcYQwOH8sB5DzAmdAzeXbxb3W5b\nRwi1gp2QAL/8Ymtp7BM9A+7gFFcWc9Pim/jl4C8MCRzCuLBxxATF0Nu3N718euHWyc3WIjaLqipY\nvlxFWSkrg59/Vs/Z9obBM+AHgEFSysraYxdUYp1oI+pvoUy6H7cz9Ay4Y2GVPpyWptLUHzkCGRmQ\nmam2yclK+3NxgYqKFlW9L3cfdy6/k62ZW4nyiWJI4BAGBQwi0jvypNLt5+rXJiasrEl5Oaxapf4s\nS5fCc8/BbbfZWirLoWfANWcgpeSNLW/wrz/+xYy+M8j7vzw6O9vGVMMIpIR33lGduXt31aGvuabZ\nq4+ahvkE2CyE+KH2eDoqXrBGo9HYF5WVytg4M1OV6mo1M1NRoUxUioqU8XFkpIqu0kziDsXx8p8v\nsz5tPf+68F+sumFVmx47rcWuXfDyy0rpHjpULUzMn68imWkaRs+AG4g92YDP+20e3+//nkUzFhET\nFGPVti3B55+r0IYffADnnWfdthvDUWzAa+sbCoyrPfxdSrnDqLpbKI+eAW9n6Blwx6JZfbi8HHJz\nVTl69NRtbq5KLmFWuIuL68JtmE1OTo9fGxDQaHy8sz2339n2Dg+vephXJr/CtQOutdoKsT3aNjdH\npgMHYNw4+L//gxtuULff1jJZCz0DrjmD8eHjeWfbO1SZqmwtiiF8+y3885+nKt8aQ3EFiqWUHwoh\n/IUQEVLKVFsLpdFoHJQPPlBhrBIS1Cx2t24qpp2//6n70dEqWYRZ4fbzs1jw6WFBw4jwjmBf7r42\nZ55pS774Am66CR5+2NaStC20Am4gtnwzO73tUM9QXJxdyCzJtHrblsDNrWFTPnu6520VIcSTqOyX\n0cCHQEfgM2CMLeXSaDQOSn4+zJlTdxwZWadgBwfXKdz1FW8PD0OcKs/23A72CMa3iy+7j+5udTvN\nwR7HkubI5OWlYodbGnu8T61BK+AOyvq09ZikidUpq9l7dC/BHsEEeaiMXeaHTFtyHrnwQnj+eWX6\nd/75KiSsq6utpXIYrgBigO0AUspMIYSHbUXSaDQOi6+vcuwBZbedmVlnZmLebt9+qumJlHXKeFgY\nREWp6CdRUar4+LRarMPHDrM+bT1X9buKf6z6B/5u/vi5+p0s/q7q2KuzF05Cp4A0M3kyXHCB2h8w\noK507WpbuewdbQNuIPZkj1xVU8WyxGUnM3OZs3WZt2UnyujRtQdRPlFE+UTRy6cXUT5RjAsfh2vH\n5mm21vjdJpOKI/rHH/Dnnyq1fd++EBaWzl//2p1Ro6BnT+vmaHAUG3AhxGYp5UghxHYp5VAhhBvw\np5RykBH1t1AmbQPeztA24I6F4X3YrKhnZqqsbMnJqiQlKQ/A8HDYu/ecnvlne25LKfkt9TcOFR0i\nrzxPleNqm1uWe/JcWVUZge6BhHqGEuoVSneP7oR6hRLqGUofvz708+/XrAkue7Rtbq5M8fHw22+w\nZ48qe/cqBXzAAJUsb8AA6N9fWRS5u1tHJmugbcA1Z9CxQ0dm9J3R6OfHq46TUphCckEyyQXJ7Dm6\nh6/2fsX+H/Zza8yt/GPMP/Dp0voZBaNwcoIZM1QBZY6yfTt8+mkl330Hc+eq5/PQoTBsmCrDh1tf\nKW+jfC2EeBvoKoS4DbgFeNfGMmk0Gk0dHh5Ke4uOhs2b1QBQUKCcNJ2dVdaXzEz10G8hQogmZX8+\nUXOCzJJM0o6lkV6cTlpxGgcLDrL28Fq2Z22ni3MXrh1wLbcNvY0Qz5AWy9OWGDRIFTMmk3pPMivk\nP/2kkuclJakFkD591J+yT5+6/faQur4+egZccwrJBcks3LCQb/d/y5yYOdw69FaifKJsLVaTOHpU\nJU4zl61bobQU7rhDma84EhaIgnIRMAk1JfizlNKmqRN0P25/6Blwx8JifXj5cpWA5+GHlcbXp48y\nSenQwfi2WoCUks0Zm/lk1yd8secLJkRMYEafGUzpNUUn6EEp5keOKN/bhAQVQcW8X1Ki/qRLlij/\n27aATkVfDz1wG8P+3P3cu/Jefj/8O7n/yMWrs5etRWoRv/0G992n3sAdCaMGbiFEB2C1lHKCAWIZ\nhu7H7Q+tgDsWFuvDe/cqp6CEBJUt044pqijif1v+xysbXyHYI5hdd+6ytUh2zbFjyr/ro49g9Ghb\nS9M0WtOHtReBgcTFxbXptvPL85m7ei6j3x/N8HeHk1GSwcJJC8+pfNvz7960CSZYSLW05e82Cill\nDWASQrTNNyyNRtO+6N8fbr5Z2Sx8/XWzv27p5/b6I+u5fdntjPlgDBH/ieDVja/S378/b1/2ts1k\nagm2kCktTYWEHzmy4c/t8T61Bm0DrgGU0+agtwZRdqKMx8Y9xopZK+jaue27MK9aBQ8+aGsp7J5S\nYLcQ4hegzHxSSnmf7UTSaDSaRnjhBeX1Z43Yd83gX3/8i8d/e5xePr24Z8Q9XN3/aoI8gmwtVpth\n0SK49lpl0t8e0CYompNsztjMd/u+Y2niUjKKMxgaNJQRwSMYEzaGSZGTmh0dxdbU1CiH+IIC5b/j\nSBgcBeWmhs5LKW2Wjl734/aHNkFxLCzah8vLYfBglaFt8GDLtNEC8svz+fngz6w9tJbfj/zOoaJD\nRHpH0r9bf/r59WNI4BDGh4/XtuCN0LcvvP9+2zE/AW0Dfgp64DaG/PJ8tmZuZUvmFtYcWsPWzK1c\nHn05n17xqa1FaxYTJ8JFF8Ejj9haEmMxYuAWQoRJKY8YJZOR6H7c/tAKuGNhsT787rvw2GMwfjx8\n9ZVdT5cerzrOgfwD7D26l325+9iatZU/0/6kt29vFsQu4NLel9paRLvi8cdh3ToVMaVLF1tL0zS0\nDbidYM+20M3F19WXyVGTmTd+HstnLmdG3xkk5SdZpe3mcK62338f5s+H4mLrt90GWGzeEUJ8Z3Tl\nQohDQohdQogdQojNtee8hRCrhBAHhBA/a9tzjUbTLJ59VoXKuOUWFVKjmVjzud2lYxeGBA5h1qBZ\nPPuXZ1lx3QpemfwKCXkJp8QJt8exxBYyPf20ynr90ksNf26P96k1aAVcc1Y2pm9k8FuDqaiuYPl1\ny20tTrPp2lU9o93cbC2JXVL/rb3lwXMbxwTESiljpJRmt5q5qKgr0cBvwKMWaFej0Tgqa9fCZZep\n2LLdu8Pf/67i19k5yxOXM+itQXy480N+vO5HpvSaYmuR7A4nJ5XQNCDA1pJYB22CommUlUkruWnx\nTbx12VtnTepj74SGws8/Q79+tpbEOAwyQdkupRx6+r5RCCFSgeFSyvx65xKAC6SUOUKIQCBOStmn\nge/qftzO0CYojoVV+vD338N118GGDSoLmx0ipeT2Zbez9vBaXr34VS6JuqRZWTLbGwsXwo4d8Nln\ntpakaehMmBpDMUkTqw6uYs7SOSyasYiLIi+ytUgtZtUqZUsWEWFrSeySwUKIYpQW0qV2n9pjKaX0\nbGX9EvhFCFEDvC2lfA8IkFLmoBrIFkJ0a2UbGo2mPZGfrxTvRYtUFpfnnoOYGFtLdQZSShLyEnj2\nj2eJz4ln550721wgA2tTWgqvvQYvv2xrSayDVsANJC4ujtjY2DbZdumJUlanrGbZgWX8mPQjfq5+\nfDDtgyYp3/b4u0+cULPe99wD//mPZRw6bPm7jUBKaenUcWOklFlCCH9glRDiAGdONzY6RTZ//vyT\n+7GxsW36Xms0oJ4ZjmbHajU++gjeew9271ae9fffD1OmgItLs6qx1HO72lTNzuydrDuyjj+O/MG6\nI+tw6eDCzUNu5s1L3zyr8m2PY4k1ZSoshDVr4Jln4NJL4corbS+TNdAKuIaHVz3M29veZlTIKKb2\nnspj4x4j0ifS1mK1iNxcFSL2ww+Vycmrr8IVV9haqvaJlDKrdpsrhFgMjARyhBAB9UxQjjb2/foK\nuEbjCJz+IrlgwQLbCdPWSEpSM947d9rdkub9K+/nw50fEuYVxriwcczoM4NXJr9CmFeYrUWzW4qL\n1SLGJ5+o5KZjxqh3qhtvtLVk1kPbgGuYs2QO3+7/lsEBg+nj14c+fn3o7dubUM9Qgj2C8XX1xUm0\nDX/d0aOVw+V770F4uK2lsRz2bjsqhHAFnKSUpUIIN2AVsAD4C1AgpXxBCPEI4C2lnNvA93U/bmdo\nG3DHwtA+vGkTfPcd/Pe/MGuWCkVoR8xeMptF8Yvo59+PHl17nCzhXuEEugfi7+aPn6sfXi5e2v67\nlokTITVV/UkvvLDZCxl2g44DXg89cDcfKSXZpdkk5CWcLIkFiWQUZ5BZkknJiRIC3QMJ8Qgh2CP4\nlFL/nKeLp80fLqtWwU03qShVN96oVii9HTDngb0P3EKICOAHlHbjDCySUj4vhPABvgZCgcPA1VLK\noga+r/txO0Mr4I6FIX147VpYsAAOHYLrr1cP9BEjoIOlreeah5SSwopCDhUdOqPklOWQV55Hblku\nFdUV+Ln6nVTI/V398Xf1P3nO39X/lM98XX1xdnJMQ4UdO+Dmm1Uy0yuvVEr42LHg52dryZqHVsDr\nYcuB2x5toY2gorqCrJIsMksyT5aMkoyT+8nbkykMLMQkTQR7BBMbHssNg29gXNg4iyvkDf3uykr4\n5htV1qyBkSNh2jRVwgxcEbTl39uRB27QCnh7RCvgjkWr+/CcOUoBnzdPzXp37GiIXLZ8bldUV5BX\nnndSIc8tzyWvPI8t67fg1tvt5LH5s8LjhXh19sLf1Z9hwcOYEjWFi6MuxtfV1+KyWus+7d8PP/wA\nv/8Of/6pIkuOG6fyLI0fr46tLVNz0FFQNBals3NnIrwjiPBu2O4uLlx1ipLKEtKK01ieuJwpi6aw\ndOZSLoy40MrSqqWs669XpawMfvkFlixRCXmeeQbuusvqImk0Go2mqZhMsHw59O4NVVVQUOAQwaE7\nO3emu2d3unt2P+V83PGGFcsaUw2FFYXklOawPm09/93yX17b/Bqbbt1kJYktT9++qjz2GFRXw65d\n8Mcf8O23cO+9MHOm8uWy44SnLUbPgGsswuwls1mdspqHzn+IGwbdYJU39nOxbRtMnw5pabaWpPU4\n8swZ6H7cHtEz4I5Fq/twRQWsWAFffqlsC6OjVQKeyy6DIUOgHdpSrzuyjuu+u45Qr1BmDZzF5dGX\nn6HMOxIFBTBggPrzDxhga2kaRpug1EMP3PbDpvRNvL75dZYnLmdOzByejH0ST5fWhpZuOYWFEBwM\nx4/bTATDcOSBG3Q/bo9oBdyxMLQPnzgB69apWfFly6C8XMWru+wy5c3n2n7ia1ebqvkx8Ue+3f8t\nK5JWMKDbAB4d+yiTIie1mWAJzWH0aOUGcJGdpiNpTR92vL+WDbFlfFd7bHtU91F8NuMzEu9NpKCi\ngNBXQpn53Ux+2P8DxZXFDX7HqLYbYts25ZxpFDqer0aj0ViBTp2Ul97LL6twhGvWQJ8+8Moralbl\nxhtV4ofq6nNWZY/P7ebI5OzkzLQ+0/j0ik/JfiibO4bdwdzVcwn4dwCzvp/FRzs/IjE/sdUvjfZw\nn4qKID4ehg1Tx/Ygk5FoBVxjcbq5dePDaR+SfG8y48LG8ebWNwl5OYTYj2J5b/t7lJ0os4ocwcFw\n+DDMnQvZ2VZpUqPRaDRG07s3PPigUsQTEpSG9sQTymPv/vth82ZoBytoHTt05LqB17Hzzp1su30b\nseGx/JT8E5M+nYT/S/5M/WIq72x7h6NljaZbsGtMJvWeddll8OmnjrF6XR9tgqKxCeVV5fya8ivv\n7XiPbZnbSL4vmc7OnS3ebnq6ylz8xRcq9NHcuRDZBnMOOfLSNeh+3B7RJiiOhU36cGKiergvWqTy\nmg8apIyHBwxQnn4BASrOnZubw9uQZ5Zksu7IOn5I+IEVSSv48sovuaTXJbYWq9nU1CiHzE8/Vc6Z\nU6aoUMMXX2xryRTaBrweeuBuW0gp6fbvbmycs9Gq2Tdzc+Hpp1VW4zVrrNasYTjywA26HzsagYE9\nyMk53IQrtQLuKNi0D0upljv37oU9e1RJSFAP/rw8Zari59dwCQxUy6Xm0q1bmw/Bcf/K+/Fw8eCZ\nC5+xtSitIjdXKeOPP65CFkZH21oibQNuN9ijHba9ty2EYGTISOYsncMHOz4gpzTHKm37+6vwstu3\nq7jhLcHR7NE07YPAwB4IIc5ZAgN7GNamUr7lOYpGYxBCQI8eylHzkUfU9OmWLXDoEHHLlyuP/I0b\n4aOP1DLo9OnK1kFKlSHm3XfhlluUSYuLi1LEhw+Hn36yiLiWHkuGBg3lnW3vcM+P9/Dlni/JLMm0\nuUwtYe/eOO66S+X0WLLE1tK0Hq2Aa2zO91d/z5yYOfyU/BPR/43mH6v+QbXp3M40raVbN/D0VBMl\nGk17oWnKsGzijLVG0wbp0kUp10OGwKhR0K8fBAWpDJtFRSpHelKSsk+cOhVmz1Y256NG2VryFnHT\nkJv4ffbv9PTuyZd7vmTgmwO5ZNElJOQl2Fq0FjF+PGxygFDo2gRFYzcUVxYze8lsNqRtYMcdOwh0\nD7Roe1LCBRfAww/D5ZdbtCnDceSla9D92JI03da6M3D25aGAgHCysw8Z1Ka2AXck7KoPm0yQkqKy\nvMTHK+U6JUWV0lLo2VMp2/3715XoaKWoOxgllSXMj5vPa5tf46WLXuKB8x6wtUjNZv16lWgvNdXW\nkuhMmBoH4eLPLibSJ5LEvyXi4eJh8fb++U/17LWzzLYaC7BhwwZyc3PPed2kSZPo4oCDbsuo5FzK\naU6OQ+qOGkfigQfggw/A2xsGD1aOmZdcUqd0BwQ4vEOmGZM0MeTtIQwNGkryvcmEdw23tUjN5uef\nlfK9cKGtJWk9WgE3kLi4htPJ6rabxoURF5Jdmt0s5bulbS9ZAh9/rGzAPVuYG8iW91zTdIqKihg/\nfgJubmd3mz9xYg8vvHA/9913n5Uk02g0FufoUfDyglmz4N57iTtwwO6e29YaS5yEE1f0uYKs0qxz\nKt/2OL69+GIc//53LIsXw5gxtpam9WgFXGM3TOk1heu/v5688jz8XP0s1s7PP8Ptt8PSpcrpXePY\nmEwmnJ3dKC4+u9dOx44PMm/eM9x///1nva6pZhdG0tQoIraQTaOxaxYtUg/9Sy6BtDSYPFnZH7aT\nWe/TuSXmFsZ/OJ59ufvo59/P1uI0mRdegJdewmGUb9A24Bo7orK6kgd+eoCv931NbI9YJvSYwKTI\nSfT27W1oO6++Cjt3Kgf4tooj246Csf24oKCA4OAoKisLznpdx44PUlX1CkbZBBupNDcnRva5ZDM2\n3va57cTr0DbgZ9TswP3Yrsbi48eVBrdnD6xaBR07Knvw7t1tLZnVqaiu4Jnfn+H9He8T4BbAyJCR\nDA8ezsiQkQwJHGJr8Rrlr39Vzpf2tkCp44DXw646vaZFZJdmszJpJfesuIdubt1IuT8FJ2FcwJ7c\nXGX6l5kJ7u6GVWtVHHngBsdQwG2lNFtXAW8fdWkFvPnY3VgsJRw8qCKZLFgA99zTbmfBAapqqtia\nuZVfU39lftx8OnboSMp9KQR5BNlatAbZulVlxExLU+9P9oKOA24ntNVY3PbUtpSS1MJUvt73NRdG\nXMi227edVflubtvV1fDUUxASoiJOtQZ7jJOqsQYuTYqjbWR9Go2mhZhMKoxgYCDExhI3eDDccINd\nKd+2GEvyj+ez++huFu1exC0xt5B6f+opyrc9jW8JCcqX1t8/jpoaW0tjHFoB19gVz/7xLKM/GM2a\n1DWMDBnJ1sytHC46TI2p9b2uqEjlZUhKUjkYdLALTcswRwcxKrFMU+rTaDQtorJSpae//35IT1fh\nr7y8bC2VTfk15VeCFwZzx/I7qKiuoI9fH7ZkbGHv0b0UVRRZbMWnudTUwL/+BWPHwrXXwn/+A507\n21oq49AmKBq74kTNCfYc3UN8Tjy7snexK2cXifmJ5JbnEuoZSoR3BD279iTaL5pZA2cR4B7Q5Lrf\nfhu++UYlM2vjmYUdeuka7N8ExTjzhqZeZ1zsboV9mnrYa13aBKX52MVYvGKFyoK5fDmEhamwVy4u\ntpXJDpBSklKYQnJBMkkFSSTlJ5FUkERqUSoZxRnUyBqCPYIJ8Qg5ue3j14cr+l6BTxcfq8lpNjvZ\ntAnC7TRiorYBr4dddHqN4VRUV3C46DCpRansPbqXt7a9RdqxNN6//H1mDZrVpDp+/hlefBF+/dXC\nwloBRx64QSvgui77qksr4M3H5mPxiy/Cm2/CvHkwcaL9anB2SEllCZklmWSWZJJRksGWjC18tvsz\nSipLeHzc4zwZ+6RV5CgtBX9/tW2tyail0Il47ARHiMVtT21X1VSRXJDM3ty97Mvdd3J7sOAgw4OH\nMydmDi7pLjCoafW5uKg36n/8A+66S+VhaA32GCdVo9Fo2j1SwiOPKDvDL75QNoc9e0JEBHH5+cRe\ndpmyCbeT2XBbjyVVNVUcOXaElMIUUotSSSlMYdP6TZQGl5JaqNJNjgkdw+jQ0UzvM92qsplMMG2a\niiIZFhbH1KmxVm3fkmgFXGNXfL77c77c8yUHCw+SUphCqGco/fz70d+/P5f3vpxHxz5KtG80XToq\nA+7mOIrExqrn8E03Kduyl1+2zG/QnB0hxMXAqygflPellC9YV4I4IFbXbfX6LUUclr3nmjaHEFBR\nAYcPq3zl5vL997B7twpJmJ2tbMGDgiA4WJWAAJWZzcPj3KUN2zGuPbSWN7e+ydGyo6QUppBVmkWQ\nexA9vXsS0TWCnt49GRs6lksnXUpP7574u/rbxBnc3R2ysmD1arjxRvi//4OpU60uhsVou/9Bdogt\n32Adpe2VyStZlriMS6Iu4f9G/x/ndT+PXr69Go2E0ty2+/aFYcOMccDUs9/NRwjhBPwX+AuQCWwR\nQiyRUiZYT4o42qaSbMm6rVG/pYhDK+CaM3Bxgd69ValHrHnHZIK8PBWP1lyys5W3floalJQ0XkpL\noVOnpinqTSix48db9dakFKbw1d6v6O7ZncmRk/lLxF/o360/vX1709m51svRuiI1io8PXHUVzJ0L\nw4fH2locQ9EKuMYmSCkpriym4HgBhRWFFBwvILcslx5ePQh0D2Rl8kpWHXtacQAAIABJREFUJq9E\nIPjhmh+Y1meaYW3PnKmWs555xq4iUbUXRgJJUsrDAEKIL4FpgBUVcI1G0+5xcoJu3VQZ0swENFJC\nefnZFXTzfk4OJCefXaE/fhxcXc+uqLu7n3rs6akMpENC1Oy9h8cpIlabqimpLKG4sviUUnC8gNzy\nXIYHD2db5jbe3/E+7+94H4A7ht3BW5e9ZdQdNgwpldnoPffA5ZfbWhrj0Aq4gTiiHXZT277gggso\nriw+xXHDvJ9/PJ+C4wVK2T6ulO2iiiJcO7ri08UH7y7e+HTxwbeLLxFdI5h/wXwV7cS7J2FeYXTq\n0OmsbTf1d2/bpvxxNm0yRvm2td1eGyUESKt3nI5Syi2Gs7MzJtNxvLzOA6CiIp3OnX8647qKikOW\nFEOj0dgBhjy3hQA3N1UCA1sv06+/EjtixBmKec2xY5QWZFGedYSqjCOYkjNxysmlU24+bnnFeBw7\nfrKOMhcncrw6kOkhSPOo4bkxkrRQTzxdTi1dO3clxCOE6wZcx8PnP0yIZwghHiEEeQTVzX5jH+Nb\nYqIyFV26VL1v3HFHHG1zla5htAKuaTWzl8zm0NpDdHHuQqhX6MnQRcEewfT07snIkJH4dPFRynZn\npWx37dyVjh2sl87q44+V/dgzz8B336nJBo19Y7TN4bFjm07uV1ZmnK3lJtR2tmsWNLOupl634LS6\nW1NXY9ecXn9r74W16mrovhgnl06GpDGMmho1411eDsXFKjb56tXKQSktDY4cIX3fRmRhIe4nwP0E\nuAIVnZ2p7NKRqi4u1Lh24VjPYI65uYO7O04eHnTw8MLLwwt/T29GePpw7cxZiJAQW//aFiGlGqtf\new3+9jdYuxZ69QI7yg1kCDoMoabVfLvvW25deivlVeUEewQT3jWcMK8wwjzD6OXbi+sHXY+zk+3e\n9dauVTZka9cqG3BHoK2GLxNCnAfMl1JeXHs8F5DWd8TUaDSWpM2NxVJCVZVSjJtSysqafm3960+c\nUDNArq7KrKR7dxWjPDRUlbAwDnQp5/YNczlQkUGFSwd8uwYR6B5IoHsgAW4BBLoHEuYVxqyBs6w6\nkWUNjh+Hxx9X7yS//KL8Yu0ZHQe8Hm2u0zsQldWVpBenc+TYkZNlWeIyevv2ZuGkhc1KmmMUL7+s\nwsF+8glMmmT15i1GG1bAOwAHUE6YWcBmYKaUcr9NBdNoNIZiN2OxlCoZz7Jl51aQnZzqlOPGipvb\nua852/UuLs2yfyw9UUp2afYZZe3htbh1dGN+7HxGhYxyiFWatWtVxsvzzoP331cOmPaOjgNuJ9ja\nDtvWbbs4uxDpE0mkT+TJz+4bdR9PrHmCvm/0ZXz4eCZHTmZG3xmGKePn+t2+vsp2rF8/Q5prVtua\nM5FS1ggh/gasoi4MoVa+NRqNZfjvf+Hvf4fXX4ewMOISE4kdPfpMBblLF+hom9nks40l7p3cifKJ\nIson6pTzJ2pO8Pqm17n+++sBGBM2hvO7n8/EnhPPuNZomSxFcLDajh0L3t72IZMlOasCLoR4nbOk\nCZNS3me4RBqHwquzF69d8hr/vOCfvLf9Peavnc+SA0v46fozneCMpqoKoqPVZMOXX8LDD1u8SU0T\nkFL+BETbWg6NRtMOuOUW5YG/eLGKA+7mBqNG2VqqVtOpQyceGv0Qfz//7+zM3snnuz9n3m/zmLt6\nLoWPFLa5GfGqKmV+cuON8MQTcP319m9+0lrOaoIihLip3uEC4JT8o1LKjy0kV4uxm2WvdkyNqYYD\n+QfYmb2THVk72JG9g53ZO+nYoSMxgTH8td9fuSXmFou1f/Qo3H23sh/r0QOmTIGnnrLZ5IZFaKsm\nKGejNiShOWivN1AopRxa+9mjwC1ANXC/lHJVC+q/F7i7to4fpZRzDaz7SeA24GjtqcdqXzQMqb+2\nnoeAlwA/KWWBEXULIZ5ChYE0ATnAzVLKbIPqfhGYClQCB4HZUspiI+qureOvwHygLzBCSrm93mdG\n1G9YwighxPvAZUCOlHJQ7Tlv4CsgHDgEXC2lPNbSNuwNuxiLi4shIQHi4+G229S5rCxDIpdYGykl\nR8uOciD/AAfyDpCYn6j28w9wuOgwIZ4hRPtGExMYwzMXPtMmFHCzddAbb8CePcoUftgw5Xh53nm2\nlq5pWMUGXAixQ0oZ05JGrIlddPp2gkmaSC5IJj4nnv25+9mft599uftIKkgiyD2ImKAYYgJrS1AM\nge6Wf+jt3AnTp8OsWWrV0c/P4k3aBEdUwOsjhPg3UCSlfEYI0Rf4HBgBdAdWA72a09GFELHAY8AU\nKWW1EMJPSplnRN219T8JlEgpXz7tvFH1dwfeQ60cDJNSFhh0X9yllKW1+/cC/aSUdwkh+gGLWln3\nROA3KaVJCPE8ytn2USPqrq0/GvXi8DbwsFkBN+i+OAGJ1EsYBVzb0oRRQoixQCnwST0F/AUgX0r5\nohDiEcDb/FLoCFh1LK6ogA0bYO9epXCbS1GRWgbt2xf69FEa3g03KFtvO+REzQkOFhwkqSCJ1MJU\nUotSOVR0iNSiVFILU+nUoRPRftH09u1NtG+0Kn7RRHpH4uLsYmvxm0VSklK0c3OVn9Z55ymf1LaG\ntWzAtVZ7DuzBDtvSVFZX8mTck2xM38iO7B14d/YmpCCE8ePHc3HUxTx4/oP08euDeyfr9CTz7z56\nFB58EFatUqGLrr3Wem1rLMLV1AV8nQZ8KaWsBg4JIZJQscM3NfLdhrgLeL62DqSUeQbWbaahh7BR\n9b8C/ANYamTdZuW7FjeUQgtwuQF1r653uBG40qi6a+s/ACDOnOoz4p4bmjBKSrlOCBHegJwX1O5/\njEq76TAKuMVJT4c1a2DFCli5Evr3h0GDlLI9bZpSuLt3P0PZtqfndrWpmqfWPsWva34lr1seh4sO\nE941nF4+vYjoGkGPrj0YHz7+5L53lwYMoy2Epe7TTz/BSy+pRYmHH1bjdlNXp+3pb2cE2glT02yc\nnZwxSRM1pho8XDxw7eiKdxdv/F39CXQPxK2jm1Xlqa6GkSPhmmtUwjFPT6s2rzEYIcQ4IFtKmVJ7\nKgT4s94lGbXnmkNvYLwQ4l/AcdSM6TaD6jbzNyHEDcBW4KFac4JW1y+EuBxIk1LuPk3XNER2IcQz\nwI1AETDByLrrcQvwhYXqPh0j6rdGwqhuUsocACllthCim8H1OyYpKTB5MhQWQmwsXHQRvPpqmzUY\n7uiktM8TNSfo4NQBj04eJxPm+Ln60c2tG0EeQXTt3NXGkrae+fPhs8/g6adhxgwVEKY9cy4nzBLq\nZr5dhRDF5o9Qy4la1amHLd/MrNW2i7MLz1z4DKAeGPE58cTnxLM7ZzerDq5iV84uunt25+7hd3Pr\n0FstbocWGxuLeZWzTx/rKt+O9CZuLYQQvwD1R0qBesY8LqVcVntuJnXKmhF1z0M967yllOcJIUYA\n3wA9jZId+B/wlJRS1iq0C4FbDZL9MeCi5sjaVLmllMuklPOAebVmEPei7KoNqbv2mseBKimlkX/T\n+v8vjoJeZW4KJpOa/Z48GaZOVSYmlZUqvnanxrMmm7Gn57azkzNPXPAET1zwBADFlcXsPbqX5IJk\nkguS+SXlF97c+iaJ+Yn4ufpxRZ8ruHP4nUR4R1hcNkvcJy8vZWYyalTLlG97+tsZwblmwH2klFVW\nkUTT5ujUoRPDg4czPHj4yXMH8g5w5493Mn/tfGYNmoVrR8unnBRCrTh+/z3Mnm3x5jStQEp5VkWy\nNk74DGBovdMZQGi94+6155pctxDiTuD72uu2CCFqhBC+tfWEnavupshej3cBs3LYKtmFEAOAHsCu\nWlOL7sB2IcTIpsreDLk/B35EKeCtvue18t8MTAEurHe6SXU3pf5GaHL956ijSf8XrSBHCBEgpcwR\nQgRS58CrORtRUUoBX74cfvxRefBlZkJOjopdFxxcV6KjlVnKoEHK8dLOHRM9XTw5P/R8zg89/+Q5\nKSX78/bz0oaXeHHDi0T7RVtFAbcEV14JTz4JmzdDz2ZNfzgm5/JEaIkdZLslzoZ5Um3dtkmamPTp\nJGI/jqWfXz/WzV5nFeU7Li6O6mp491249FI1OWItbHnPHZiLgP1Sysx655YC1wohOgkhIoAoVAKf\n5rCYWiVQCNEb6CSlzK+t+5pW1k2tAmVmBrDHCNmllHuklIFSyp5SygiUKUSMlPKoEbILIeoHDJ5O\nnY1zq+95bRSRfwCXSykr631kxN/zjOYMrn8LECWECBdCdAKu5VT7+5bKeLqcN9fu3wQsaWX97Qdf\nX7jpJvj6a6XNpacrR8z4ePjgAxUGa8QIpZi/+CIMHAjdusHYscRddBHMmwfvvafSLSYnqyQ8NqSx\nsWTv0b0ELQzikkWXIBD8csMvFo0g1hSZWsPChRAervJytMQ/19HG3HPNgNv366LGbsgozmBTxib8\nXf0prSplZfJKenTtQaB7IEHuQXRz60YHpw4WadvZGZYuhUcegWefVW/ZV14Jo0dDB8s0qbEc13Ca\n+YmUcp8Q4mtgH1AF3N2C8AofAh8IIXajwuLdaGDdAC8KIYagnBgPAXcYXL8ZSe1z2aC6n699ITEB\nh4E7Daz7daAT8EutKdpGKeXdRt0TIcT02jb8gOVCiJ1SykuMqF8anDBKCPE5yqnYVwhxBBXS93ng\nGyHELah7f3VL69egHvaBgaoMHXrqZ1JCdrZStleuVPYPf/4JX3wBqakqNGGHDsqOPCBAKevm/YAA\nGDIEzj/f6tFTViStIKcsh37+/SivKmdT+ibyy/PxdfXFz9UP3y5q26VjF6vK1VLmzVPvTpdeqhYj\nJkyACy9U27Cwc3/f0ThXHPB04OXGPj895FYD33cBfkc9hJ2Bb6WUCxqL31rrJb6fulmYjVLKu2s/\nGwp8BHQGVkgpH2ikTR2G0EbUmGrYm7uXjekb2ZKxhfSSdLJKssgqzaLgeAG+XXwJ8ggiyD3opGIe\n5HHmfmtmzvftg2+/VSU3V5kIjh2rlPHISLtfgWwyjh6GUKPRGIu1x+M2NRZLCaWlyowlJ0cp5Lt2\nwdatsGUL5Oer6z7/HGbOtKpoFdUVJOQlsDtnN7uP7ia1KJX88nzyj+eTV55Hfnk+TsJJKeSuvieV\n8pNb14aP3Tq62SxWuJRw4IAKYrNmDcTFgYcHjB+vrIUGDlSlLfjVWiwOuBAiC3iTRmbCpZQLmiCc\nq5SyvNa2cz1wH3CMhuO3hgPLzHFST6tnE/C3WvvNFcB/pJQ/N3Bd2+n07YhqUzVHy46SVZJFdmk2\nWaW121oF3XwuqyQLF2cXJkdOZu7YuQwNGnruyhvhwAE12fHnnypEbFWV8ryeOVMp5W1ZGdcKuEaj\naS7WHI/tZizOyoIjR1RM8KIiOHbszP3654qK1OyNj4+alg0NVduSEhUzr29fW/+iU5BSUl5VrpTx\nekr5KccNnK82VRPuFc5V/a5idsxsQ9LXt/w3qBDu69fD7t11pVMnuOACmDgRLr5Y/SnsDUvGAc+S\nUj7VkorNSCnLa3ddatuTZ4nfCg0o+7X2lR5Syi21pz5B2SueoYDbkvYQB7ylbTs7ORPsEUywR/BZ\nrzNJExvSNnDPinu4efHNxN8V3+K2o6NVeaB2bubgQWUyePvt6tn65pvqbbulOFpMUo1G49i0p/GY\np5+Gf/5T7XfurAaDyEjiKiqI7ddPheQIDoauXdV+1651+wEBVo2R15qxRAiBWyc33Dq5Ed719FDz\njXPk2BG+2vMVz/7xLDv+n73zDq+yyBr4bxJIIaSR3iGk0QKhSg9NUQEVxf4pYmPVtSwW0HVF11Us\n2F3FuuoKAjbqAiJEpVfpJUASkgDpvZf5/pibECBAyr259ybze5555u1z3pvMO+c975lzzuxm5R0r\njSZTYxECevZUpQYp1XvT+vXKVX/WLAgPj+O992IZMKBFxDI5JvcBN2QU2wl0BT6s02kvRmchxC7U\nW/nzUsoNqJisKXWOScG4cWM1ZqKkooQdp3awMXkjG5M3sil5Ey72LgwJGsLskbON2lbXrqoTP/20\nmrQ5aZJSyrWfuEajaQu0qfE4K0sp0716QXa2mqh54IDydUhNVUl6/vtfpXS3YiqqKjiSdYQ9Z/aw\nN20ve9JUXVxRTG/f3tzX9z7+MfIf5hbzAoRQEzanTlWluBief175j+/Y0Tp8xi+ngF8rhHgcNYt8\nH2oiSmVjGpBSVgMxQggX4GchRHcp5cGLHH4KCJZS5hh8zH4WKm1xo5g6dSqdO3cGwM3NjT59+tS+\nydXMojXFemxsrEmvb8nrNVzu+CWrlrAnbQ95vnlsTN7In1v+JMQthKvHXs1d0Xdxt+vdeHbwbHD7\nNdsaK+8DD8TyyCNq3dbW8v/eNcuJiYloNBpNU2jp8dhcYzFA3PXXw/XXn7u/spLYbt1g61bibrkF\nfvuN2Ouuaxl5WmAsKSwvxDHMkT1pe1jz6xqOZR/jlMcpglyD8Mv0o6t7Vx4e/zDRPtGc2H0CIYTR\nx1ZTrW/bFsfEibBuHWRmwokT5pGnZtkYY/HlfMAXomaR/wFcDSRJKR9rcmNCPA8U1UzeFEKsR2WM\n23WR49cDM1APgvVSym6G7bcCI6WUf6nnHMvwO9PUUlldycu/v8zyo8s5mnWUocFDGRY0jKHBQxng\nPwAnu5bLnFldDTt3KveTvXvVm7Q1on3ANRpNczD1eGzRY3FN0ohJk+Dee9XsP5uWjXBiLDae3Mgn\nuz5ha8pWUvJTiPGLoY9PH3r79ibaJ5qe3j1bJCSwKcnOhi1b4Icf4Jdf1NhtKR8umjUWSykvWoB9\ndZbbAbsudXw953sCroZlR9QM7Gvq7F8P9DvveBvDcigqFbCbYX0LKhWwAFYC4y/SpjQX69ev123X\nw392/0cO/HSg/C3xN1lWWdaibUspZXW1lBs3Svngg1J6e0vZrZuUTz0lZV6e6ds2FYb/8wb3RV10\n0aVtl5Yej805Fl+K2ud2ZqaUb74pZUCAlMHBUp45Y36ZGkl+ab70et1LvrvlXfnn6T9lRVWF2WUy\nBkVFUq5YIeUjj6jxumNHKUeNkvLuu9fL3FyziVUvzRmLL+eCUpsFU0pZ2YSQNX7AVwa/MxtgoZRy\n5cXitwIjgJeEEOWoWdkPSilzDdd6mHPDHq1qrDCaludEzgne3vI298bcy4iQES3efny8MnRkZqq8\nDVu2QBfrTCKm0Wg0zUGPxzVkZcHhwyrUYEUFPPkkeHmZW6pGkVaYxhOrn6CLexceHfSoucUxCsXF\n8PLL8PHHynX/6quVm350tMr3ERen3PpbC5dzQakCalJECdRbc7FhWUopXUwuYSOx6M9ebZD//Pkf\nnlj9BG+Me4MRISMI7xTeorFHP/gAXnpJhSPs16/FmjU52gVFAyCEeA64DagylAelCg0XB/gCpUAB\nME1KGX/euXGAD/CUlHJ5A9tbB7wqpfylzrbHgAhgLvAD0NUSxwZNy2IxY3FaGqxaBX/8oZTuI0eg\nvByiopSG97e/gYv1/buuOraKiQsm8uTgJxkRMoLevr3x6+hnttjexuDAARg4UBnNnn++jccBt0Ys\nptNravlu/3csO7qMDSc3UFJRwtDgoQwNGsqw4GH08+tHe9v2JmtbSqWEz5mjMhO//75lxhJtLFoB\n1wghrkApvSMNXyg7AXZSyjMGf92/SSl3CyHuByZIKa877/zaYxrR5n3AECnltDrbNqOU+A2G9Xyt\ngGvMOhZXV8PPP8Obb6rsbGPHqpSL3bsrxdvHx7oTQRjYnLyZ7w9+z560PexJ2wNAb5/e9PHtQ2+f\n3vT27U0Prx4my0JtCvbvh9dfV9mtx4xRinifPuaW6uKY0gd8dJ3lLuftm9xUvxdTFrQPuEW3fTL3\npFywb4F8ZMUjMvqjaNn13a5ywb4Fsqq6yqRtl5ZK+dJLyt0vI6NJTTW5bVOA9gFv8wW4AVhykX3r\ngb6G5Uhg/6WOqbP+FrAdOAD0R1m0jwD/NBzjDpwB2hnWQ4DE866bb+7fRhfzF7ONxadPSxkbK2W/\nflL++KOU5eXn7Dbnc/tiGEOm6upqmZqfKlceXSlf+f0VecviW2TE+xEy+O1gOeePOTKzKLPFZWoO\nhYVSvv22mre1aJFlyFQfzRmLL+cD/iZQk4rwhzrLAH8Hfmy4qq/RQJBrELe63sqtPW8FYF3COp5Z\n+wxvbHqDu3vfzdjQsXTz7Gb0z2j29upNurRUZdR6912Vnr4VGEE0bZc1wD+EEIeBX1E+vb/Xc9wk\nVBjZhlAmpRwghHgUWALEALnAcSHEW1KFpNuGioq1DLgVWNTcG9FojMKhQ3D99TBlCrz4YptK8iCE\nqE12d3X41bXbd5zawQfbPiDs/TAmRExgRPAIBgYMpId3D9rZXE4FNB9OTiqJ3siRKvb3li3Qo4da\nby3j9uV8wHdLKWPOX65v3VLQLijWh5SS5UeXs/TIUn458QvlVeUMCRpSWwYGDMRGGCdElJRqgsfc\nuRATAwsXWmf0Ke2CooHa7IXDgdHAA8BMKeXXBvcSX6AESAT+KqVMPe/cc8LOGdaflVJuFkKMMlzr\nKsO+3wzX2CuEuB24Vkp5hxBiN8q/fHed62oXFE3Lj8WFhSrJDsANN4Cf37nF319ldnF3bzmZLIiM\nogwWH1zM1tStbEvdRkp+Cj28etDLuxfRPtH08unFoIBBOLZ3NLeoF5CSAu+9B999p4Io/Pyz5fwZ\nTeYDLoTYJaXse/5yfeuWglbArRspJQm5CWxK3sTm5M2sTVhLqHsoi25ahLO9s9HaqahQFvBnnoGb\nbjLaZVsMrYBrzkcIcSNwl5Tyuob4d19EAZ8hpdwlhBhpWJ5Uzz4n4DjKCr5AShl13nW1Aq4xz1ic\nnKzyl58+fWE5dQoSE1U4ja5dISxM1T16wLBhrWNyUCPIK81jb9pe9qXvY1/aPv5M+5OU/BT+fc2/\nmRg50dzi1Ut1NTz0kJpD+8UX5pZG0Zyx+HLfH0KFEEtRUU9qljGs62Bu51E3a5Ruu2kIIQh1DyXU\nPZQp3afw3f7vmL5iOnllefUq4E1pOz9fvUFnZkKHZuQnMOdvrtEIISKAainlMcOmPkBS3UNM0a6U\nssgQQeULYIEp2tBomkRQ0KUVaSmJW7KEWB8fOH5clcWL4bHHwNER7roL/vnPlpPXgDnGElcHV4aH\nDGd4yHAqqipYl7COZ9c9y9oTa5kYOdHixreUFHj//Tj2748lxuJ8L5rG5RTwurPm3zxv3/nrGk2j\nqJbVpBelk5qfSlJeEom5iSTlJpGYl0hibiIJOQkMChzEz7f8TKBLYLPaqqqClStVTNFVq1Tis7lz\n4ZprjHQzGk3L0xF4XwjhClQCx1BuKABNMT1e6pzz9y1AzQG6pQntaDTmQQiVQnHwYFVqkIZwWY8+\nqpTw8HDzyWhEqqqryC7JJr0onbSiNE4XnOZUwSlOF55WxbB+quAUPb17cnvP23mw/4PmFhtQVu51\n62D1alizRkWTjI5WiUvvvNPc0hmHBochFEJ4AUgpM0wqUTPRLiiWRVZxFvvS97E3bS8JOQmkFKSQ\nmp9KakEqZwrP4GrvSoBLACGuIXR261xb1xR3x+Y5elVXwzffqOD+nTrB1Klqfo6np3Huz1xoFxRN\nc7lc6vFmXLdASmk8fzGNVWJ1Y/HkybBihZocNHQoPPEEBDbP8GNKskuyic+K51j2MU7knCCtKI2M\n4gzSi9LJKFJ1TmkOrvaueDt54+3kjZ+zH34d/fB39sevo985664OlpHh5vBh+Pe/YcECiIhQRrIr\nr4S+fS1zTq0pfcAF8A/gr6jMWQJlaXlfSvlSUxo0NVbX6VsJFVUVHMk6wt60veeU/LJ8NcHDuxdh\nncIIcAkg0CWQAOcA/J39sW9nbzKZystV6Nfqanj1VWX1bjWzpy1EARdCfA5MANKklNHn7ZsBvAF4\nSimzDdtmAdNQz5HHpJRrWlhkjQEhxA9AOGriZYMS8VzmeqGoaFlOUsqI5l5PY91Y5VhcXAw7dsCy\nZepz6YQJyuzaq5cqHh4tKk5WcRbx2UrJjs+K51jOsVqlu0pWEd4pnLBOYXR174pvR1+8nLzwdvLG\nq4OqPTp4WHSkk7pIqazbK1bAgw8qY1loqLmlujymVMD/hppo84CUMsGwLRT4CFglpXy7KY2aEnN2\n+tbih92Utl9NeZU1x9dwU/ebiPaOprdvb6J9oglxDTFpZq767rusDL79Vr1F+/qqZ6kpRDDnb25B\nCvgwoBD4uq4CLoQIBD5DxaDuJ6XMFkJ0A+YDA4BAYC0Qbn2jtEajuRyWqoA3+Lm9Zw9s2gR796qy\nb5+awNm5s4qm0rnz2RIdreomDjT1ybQ9dTsDPxtIkEsQQ4OHEuYeRriHUrjDO4Xj2cGzxcdWU3Dg\nACxaBD/9pEIP/vrrxedmWZpfOph2Eub/AeOklJk1G6SUJ4QQd6Ji0FqcAq5pWaSUJOQkEOAcwHWR\n17F4ymKzyVJZqdxNZs9WCc9eegmuuqr1WL0tESnlBiFESD273gaeApbW2XYd8J2UshJIFELEAwOB\nraaXVKPRaBpB796q1CClmrmflKSiqSQlwbFj8MsvsHu3svz0769Kr15KKQ8PV0p7I6iJBHY06yie\nHTz58JoPLTYqSVMpLYXvv1chgRMS4Lbb4KOP4IorLNPNxFRczgK+X0rZs7H7zImlvnW3Nsqrynlr\n81t8uP1D2tm046quV/HkkCcJ6xTW4rJkZMDXX8O8eSrc6yuvKBe+1oylWMABDAr4shoLuBBiEhAr\npfybECKBsxbw94HNUsr5huM+A1ZKKXVCL42mldFqxmIpoagICgpUCK2CgrOl7vqRI2rWYGLiuee7\nu0N29mWb2Zu2lw+3fchPh3/CztaOwUGDGRc6jvv73m9SS3dLUVys3lWWL4clS5Sr/fTpMHFio99R\nLApTWsDLm7hP08pZcXQFs36dBcCw4GGUVJbw373/pYtbF/yc/fCmgr07AAAgAElEQVRx8lG+aE5e\nJvdBmz5dhRX8/HO4+25t8TYnQghH4FlgXDOv0wpGbo3m8ljKi3SrprJSWayPHlXhNC6nTNddLyoC\nBweV5MfZGVxczi7X3RYSoqKo1N1mY9Og+OJSSnp/rKztAsHgIBWh5UD6Ad7Y9AZ+Hf3w7OBJJ8dO\ntcXNwQ1bG+sxF7/5JrzwglK84+LUV+q2zuUs4FVAUX27AAcpZXtTCdZUtA94y1FZXUlqfio//u9H\nXKNcSchJICE3gTOFZ0grSiO9KJ3skmzcHNxqFXKfjj6EuIYQ6RFJhEcEER4RzfJli4uLY9CgWN55\nR4UVnDJFleHDob2J/zu1D7iirgVcCNET5dtdjHpOBAKpKFeTaQBSyjmG81YBL0gpL3BBMXY/nj17\nNrNnzzba9azlmtYgoymuaQ0ygmX1Y2PTomOxlMrKnJR0bjlxQindCQlqQlBEBHFCEBsRUb8SXd+2\njh1N7hdRM5aUVJRwulCFBkzNT1V1gaqzS7LPKfll+TjbO5+jlHdy7ISPkw/BrsEEuwYT4hpCsGsw\n3k7ejR5jjT2+Sak+ELzzDmzdCrffrtLKDxsGXl7mkckYmMwCLqW0ntcrTYvTzqYdIW4hxPjFEBsT\nW+8xVdVVZBZn1sYhTStMIzE3kfWJ65m3cx5Hso4gELXKeI1i3s2rGz29G+bh5OgIs2bBtGnwyScw\nc6ZyzbvvPnjySfD2NuJNa+pDGApSyv2oFOhqh3JB6SulzDEk8vpWCPEWEACEAdvMIK9Go7F2pFSf\nPj/4QGl07dopK3TdMmwYREaqjJeOhhTrcXFgYUpcDY7tHWsT0V2Oquoq8sryahXynJIcskuyOV14\nmpN5J9lwcgNJeUmczDtJYXkhQS5B5yjlIW6q7ubZDT9nP5PfmxAwZowqR4+q/Eeffgr33KM+Etx5\np/qC7et7+Wu1FqzY88byMOebmaW2bWtji09HH3w6+tCLXhfsl1KSUZzBuoR1LD+6nDc3v0luaS5u\nDm4cfOjgZR8Mddv28YHnn4enn1bP5QcfVAl45s5t6p1dGkt7EzcHQoj5QCzgIYQ4ibJof1nnEMlZ\n5fygEGIRcBCoAB5qHU6iGo2mxUlKUklzQE38efTRBp1mic/tpshka2Nba/W+HEXlRRzOPMyGkxv4\n4+QffLj9QzKKVUqXK7teyeo7VxtFpoYSEQHPPafeoZKSlOHs+efVB4t58y5+niX+7ZqDVsA1JqWs\nsoy0ojTlllKYVuuecqbwDKcLT3Ms+xjHso/hau9KpGckt/W8jQkRExgbOhY7W7sGtVFRAZs3q4xZ\ncXHw55/K6PHggyoSisZ0SClvv8z+0PPWXwVeNalQ9WCKB7c1XNMaZDTFNa1BRk0z6dxZzcCfPl2Z\nUv/61zY1AaissozskmyySrLIKs6qdzmjOIPkvGRO5p2kqKKo1jVlUuQkhgYNZUzoGIJdg1tEXikh\nPh62bVMfLHbvhv371YeJnj3VWD1jRouIYjE0OBOmtaB9wC2n7UkLJrHs6LLadTtbO3r79Ka7V3e6\neXaji3sXurp3JcIjAmf7xiXOO3MGfvwRvv02k/37PQkPV9myxoyBQYOU256p0T7gpqPVRFDQaC5B\na+7HLdaHDx6Em29Wftrjx8O116pJQBdRxi3Rj7gxMhWVF9H1va6kFaWds93ZzplIz0hC3UPp4taF\nENcQfDqe9Qf36uDVKD/w5v5OlZUqhfzWraps26bc6gcNUqVvXxWtsTFZqS3xb2fKKCgaTZOZf+N8\nDqQf4EDGgdo6JT+FNcfX8N3+7xBCXDCBpJNDJ9wd3enk2AkXexec7Zxxtne+YPk/X3rw6ssOlJR4\nMGUKjBsHYWHK1e9iQfw1Go1G08ro3l199ty6VfkvjByp4tL+3/+ZWzKT4GTnxIGHDnA85zgnck7U\nluM5x8koymBz8mZWH1tNQXkBju0ccbF3qS2uDq5n1+1U7WzvjFN7Jzq074CTnaFu78ThjMN4pnue\ns8+xnWODI68cPqw+Spw4od6NJkyAUaMgMFCVgABwczPxj2XhaAu4xixIKSmpLKmdOFJfKSgvIL8s\nn4LyAgrKLlwuLC3DPv0K2qeMRmT0oDorlPLMYKqKXXD3yyMguJTOwe2IDO1A9zBnOofYEBSkOr69\nvbl/gebRmi1noPuxpm3Qmvtxi/bh116Dt95Sml5UlJqVP65ZkVCtHiklRRVF5Jflk1+WT15pXu3y\n+aW4opjiymKKyosoqiiiuEItF1cUX7Bu386+VkmvUcyd2jvh7uhOgHMA/s7+Z2uXADpKf5KPurNn\nj+DIEUhNhZQUVTIzVQSUwECVw8PbW83l8vE5u1xTu7tbpoeRyVLRWyN64G47VMtqiiuKax8uR7KO\nsOv0LtYd3crWfRlUZgVBXhDkBxHWbjS+VQNITlZhYAcOhEmTVCgkP9NPADc6rXngBt2PNW2D1tyP\nW7QPjxypEuHcdJNyPwkMvDCkoLVbXSwAKSWllaW1Snl+WT4JOSpr5770fWxL3cbhzMNIzv27vzv+\nXR4ddOEk2YoK5U5aMy7XlPT0C+vqahg8WAW2ufJKNYZbAloBr4P2AW/dbVfLao5kHmFT8iZ2n9nN\n9o3byfPLIykvCXcH99oQTl3du9Yuh7qH4tvRt9b/raQEfv0VfvoJVq2C335T7iuNRfuAmw6tgGva\nAq25H7doH66ogF274PffYeNGpbHVTapTUKCOc3Ymrn17Yr286o8B7uoKHh6qdOp07rKbm0qsYwIs\n0be5Rqbskmz2pe1jb9pejmYdJbUgVZX8VNKL0unk2IkAlwACnA3F5cLa1d612dk8MzJg3rw48vJi\nWbgQrr8e3nvPSDfbDLQPuKbVkluay45TO9icvJlNKZvYmrIVd0d3BgcOpr9/fwKiArhu/HV0dutM\nh/YNc/52dFT+aMeOwdq1YNewYCsajUajsUTatz87u++pp+o/pqxMZbf85Rfo0eNCBb2gAHJz1cCw\nbRtkZamSna3qwkKlhNco5ucr6PUte3qCk1PL/hZNpLiimPisePalK2U7Li6O1F2pFJQV0MunF728\nexHlGcXIziNrFWu/jn60t22ZfIxeXsr6bWMDCxeq9yVrR1vANWalsrqSJYeXkJSXxKmCU7WlJhuY\nlJIYvxiGBA5hcNBgBgcOxqejT7Pb/f57eOYZWL8eglsmCpNRac2WM9D9WNM2aM39uNX14cpKyMk5\nVymvu1zftowM5fri739h6dMHRoxoEdE3ntzIgYwDZBZnklGUQWaJoS7OJKNY1VXVVYS6hxLtE00v\n716q9ulFiGtIs63XxuJ//4OpU+HLL+Gaa8wtjUJbwDVWSVV1FWO/HktZVRlXBFyBv7M/fXz74O/s\nX1uc7ZyN2vlzcuC77+CFF2DZMutUvi0JIcTnwAQgTUoZbdj2OjARKAOOA/dIKfMN+2ahUtJXAo9J\nKdeYRXCNRqNpDO3aKTNs3bzpBQUqreORI6qUlkJ5uVLWq6pU8OtTp9S+tDRITFSzCd3clPOziRVw\nKSW3/nAr21O3M6bLGDw7eBLkGkSMXwxeHbzw7OCJl5Oqndo7WYyiXRcpYc8eZTT75BPlOjp0qLml\nMg7aAm5E2ooftrHazi3NJWZeDCNCRvDV9V+ZrO2KCli5Er75Rn19vOoqeOIJNaGjOWgfcBBCDAMK\nga/rKOBjgXVSymohxBxASilnCSG6A98CA4BAYC0QXl+HbXXWM42mHiylH5sCS+3DTX5ul5dDQoLK\n9vbrr8rXPCcHwsNV5reoKJUcyN39bHFzU7Wz8yVDeJhiLJFSklmcybhvxpFVkkXS40nYiIb7sJtz\nfMvIUDHEf/31rJvopEnQr18cd9xhHpkuhraAayyawvJCDmYcPBsTPOMA+9P3k1OSw8TIibwUa5p0\nleXlsGULzJyp3qLvvRc++0zHHjUmUsoNQoiQ87atrbO6BbjRsDwJ+E5KWQkkCiHigYHA1hYR1kQE\nBgaSmpra4OMDAgJISUkxoUQajabJVFfDG2+oGHkpKSpX+smTamJnQIByRL7mGpgzRyncJpqY2RDK\nq8o5mXdSxQHPNsQFzz0bG1wgGNd1HJ8M+aRRyrc5KC+Hfftg+XI1uXLECBg7Fp5+Wr3fCKHefVoT\n2gKuMQk5JTlMXTKVvWl7SS9KJ9Ijkh7ePejp1ZMe3j3o4dWDELcQkzwUiopUDoa1ayEiAu68Ex59\n1KzPSaNjSZYzgwK+rMYCft6+pcACKeUCIcT7wGYp5XzDvs+AlVLKH+s5z2r6sRCC2bNnN/j42bNn\nYy33pjEtltSPjY019eFzyM1VVmuA//4XQkKUr6K/v3JDMTOrj63m9U2vczz7OKcLTxPgHHBOxK+6\nEcDcHd3NLe5lWbIEXnlFpaUPDYUhQ5TRrEsXc0vWMLQFXGNxONs7M7rzaE4XnCa3NJd2Nu0oryon\ntzSXUwWncGjnQEllCR6OHrg7umNna7xQJLt2wbp18Mcf0Lu30S6raSRCiOeACinlgqacX1epjY2N\ntbgwXRpNY4mLiyOutZnxrAkpobj47CTJpCTlVlK3JCXB1VfDtGkqrriFEeUZxdCgoRSWF5JVkoVD\nOwcAyqrKyCvN40zhGWxtbKmorsDdwb02+6VjO0eL9PF+9VX1VTopqXFp6VsD2gJuRKzRD7sl2k4v\nSud49nESchM4kXOChJwETuSe4EzhGbKKs8gpzcGhnQMejh7npKW/YL2DxwWp6zf9semCtqur4fXX\nYe5ceOcduOMO89y3KbEky1l9FnAhxFTgfmC0lLLMsG0myh/8NcP6KuAFKeUFLijWZD3TFnBNU7Gk\nfmxsTNqHpVRhAbOzLyw1UUgusj0OVBzwTp0gKEiZXbt0OVu6dm3xGHdNHUvyy/JJzkvmVMEpUgtS\nVZ2fyqlCFU0spySHvDKVAbOyulKlo7d3PSctfc36+fuS/kxi2IhhFxxr7LCDSUkwYwZs2gQvvgj3\n33/xYy0xXrq2gGssGm8nb7ydvBkcVP+sRyklBeUFZJdkk1WcdU46+qySLFILUtmXvq92ve7+difb\n4f2nNx6OHvg5+/HJhE8IcAng6aeVIv7II6ZTwDW1CENRK0KMB54CRtQo3waWAt8KId4GAoAwYFtL\nCqrRaKyQFSuUqbSuQi2EylFeNy53TfHxgW7dzq7X7Hd3h61bwcKUuKbiYu+iXDq9e1z22PKq8gvS\n0tco53XXk/OTySvL40T8CVZXrb7guPa27c9R2j06ePDqmFfp69e3SfcQEqI8ff71L5g+Ha67TqWf\nbwtoC7jGYpFSUlRRREZRBhnFGbV1TSzT9OJ0EnISOJx5mLSiNABu7/gJ7gn3s2yZeuY+9xzceONl\nGrJCLMVyJoSYD8QCHkAa8ALwLGAHZBkO2yKlfMhw/CzgXqCCS4QhtKZ+rC3gmqZiKf3YFBi1D2dk\nqLTFNeH+Dh9WCXMAOnRQyW46dGh6cXJSfhA1UUtcXFrXpKEGUFJRQm5pLjmlOaouyblgPac0h1MF\np0jKSyIpN4mSyhIAfJx8OPPkmUa19/vvylV0wwaV92jgQDV36//+z7p+ep2Kvg7WNHBrFMezj/PB\ntg+Ukn2eom0jbM6JV+rVwVAMsUtrlr06eLF+qT8PTnPimmtg1iwVK9QCXd6MQmseuMG6+rFWwDVN\npTX3Y5P34epqFXe7uLj5pbAQ8vJUWMHcXLXu7HxuKMGaukZBr5vK/mLF3t5iBqGPtn/EvvR95yjV\ndRVtAHdHd9wc3HB3MNSO7rjZu9W/3cGtdpuLvQu2NrYNlmX6dJg3D/r2hbvugttus16rt3ZBsRAs\n2Q/bktu2tbHFRtiQU5rDsexjJOQk4GzvzKCAQUR4RBDgHECgSyABLgEEOAcQ5BqEm4NbbdtDYocA\nkBYOU6aoyFHXXKOef716qdKzp6q7dVOp6I2BJfqjaTQaTZvAxuasBbsRNOi5XVWlFPLc3LNKeU7O\n2VJQoJLq1KSwz8+vP7V9dXWDFPW4jAxie/e++DGurqo0A/t29lRVV5FVkkVibiJJuUmUVZUR4BzA\nsOBhBLsG17qLenXw4vT+04wbPK52mzF9v4cNUz9jdja8+64KNejvr9zxu3a9sK4JHdzaxlytgGvM\nTme3zsy9am7teklFCfHZ8ZzMO0lqfiop+SlsSN5Qu5ycn0x7m/aEdQrD+ZQz6+Q6wjqFMSByAAsX\nRhneSFXo1n37VFmzRk3KPHZMhSbs31+V225r9nNNo9FoNK0JW9uz/uPNoby8fsX8/JKYCIcO1b8v\nP1+9AHh7w+jRKkLL5MmNtqxPi5nGtJhptevVspq0wjSS8pJIL0pXbp1F6STnJbPz9E4OHzjM/IL5\npBelk1mciWcHTwJdAglyDSLQWdVBLkH08ulFpEdkoyzgd96pSg0VFWq8Pn4cTpxQ9fbtqj5+XHkI\nRUWpDw979sCVVypjmrWjXVA0VoeUkoziDI5nH+dY9jGOZR/jaPZRNiVvoryqnFGdR/HIwEcYEjTk\ngnNLS5VCvmMHLF2qOvTChWa4iWbSmj9dg3X1Y+2ComkqrbkfW1MftigKCuDrr1WmzeRk9Un31Cll\nKQoMVFlp5s9vUdeWyupKzhSeUQawvORaQ9jJvJPsSdvDmcIz9PbpzdCgoUyLmUakZ6TR2pYSUlOV\n2/+hQ3DwIPzwg1LQQ0Iuf76p0S4omjaFEKLeyCpSShJyE/hf/P+4/Yfbubv33bw46sVzznVwgAED\nVLn22uano9doNBqNpskcP66SV+zeDX/+qdI3jx6tcq8HB6tQiQEBavAyE+1s2hHoEkigSyBXBF5x\nwf7c0lx2nd7FmuNrGPmfkdzd+25eG/eaUdoWQr13BAaqzJgAaWmwebNlKODNwYrmmlo+5kywoNtW\ninmoeygPD3yYpbct5eOdH1NVXXXRcwMCoKxMPf+a27ZGo9FoLB+LeW7v26e0y7Aw4v71L7Czgwcf\nhAMH4Pvv1ezE2FjlBG0G5bsxv5Obgxuju4xmztg5bLp3Ex9s/4DskmyTyTRsGPx4Qf5k60NbwDWt\ngpKKEvam7WXn6Z1sSdnCsqPLGNV5FFWyClvq902ztYUHHoAPPoC3325hgTUajUbTdjl1StVRUXD0\nqBqEQkKgc+ezdd1lDw+LiahSQ2F5IUcyj3Ao8xCHMg6x68wuNp7cyPDg4VRUVZis3enTVZK9rVth\n0CCTNWNytA+4xmqpltV8f/B7Ptn5CZuSNxHlGUU/v3708+/HpMhJ+Dv7X/YaX32l3O1+/bUFBDYi\nrdl3FKyrH2sfcE1Tac392Jr6sNmRUk20TEpSEzITE88u19Tl5dC7t4qvO2SIiuEXGNjiQbO3pmxl\n0YFFLD26lNT8VCI8IojyjKKbZzd6evdkbOhYXB1MG9mgqkrNRb32WnjsMZM2dVm0D7imTbIyfiUz\n187k1TGvsvz25Ti0a9xnurIyFS/8u+9MJGAbQAjxOTABSKtJRS+EcAcWAiFAInCzlDLPsG8WMA2o\n5BKJeDQajabNIMTZGON9+tR/TF4e7NypJmd+/LFyYcnOVrH6wsNViYpSSnqPHsaLt1uHlPwUxn4z\nlhmDZ7B4ymKifaKxES3vyfzeeyp8+333tXjTRkX7gBsRS/GFbittd3HrQtahLAJcAhqtfANkZSmj\nwvDhTWvfYnwJzcuXwFXnbZsJrJVSRgLrgFkAQojuwM1AN+Bq4N9CWNg3VY1G06qxxOd2g2RydVWT\nM59/XmUFTU2FzEz1GXfkSOXG8sQTKsKAs7NSwhcvNqpMrvau+Dj5UFZZRpRnVIsr3zUybd0K99yj\nwhNaM9oCrrFaenj34LnhzzF54WRC3UMZHjyc4SHDGRY8jE6Ol4/f6uenwrzu3q2+5mkaj5RygxDi\n/Lno1wEjDctfAXEopXwS8J2UshJIFELEAwOBrS0krkaj0VgfUsKmTXDkCCQkqJKYqOqMDPDxUe4o\nV16pogsEBKj1IReG4m0OzvbObJi2gYdXPozfXD9ifGOI8Y2hj28fYvxiiPKMop2N6dXKG26Azz6D\ne+81eVMmRfuAa6ye4opitqVu44+kP/jj5B9sSdlCiFsIw4OHE+oeWpuy3rODZ21Ke2c7Z4QQjBwJ\nL7ygDAvWhCX5jhoU8GV1XFCypZSd6uzPllJ2EkK8D2yWUs43bP8MWCmlvGA+uzX1Y2v1AQ8MDCQ1\nNbXBxwcEBJCSkmJCidoeltSPjY019WGL5sQJlTGuoEBZt7t0OVs6d1bKtm3Dk+AYi7TCNHaf2c2f\nZ/6srVPyU+ju1Z0+Pn3o4t7lnHT1Ncs1xaGdA039ALp9u3I/2bPHyDfVBLQPuKZN06F9B2I7xxLb\nORZQSQN2n97NxuSNnMw7yd60vWQWZ5JRnEFmcSaZxZmUVZbh2cGTatdnufupkfy0tJz+Af3MeyOt\nlyaNwnWV2tjY2FaVgtgSSE1NbfSLg6Z5xMXFWaQLhMbMZGer4NZpaZCefrZOT4f16yE+Xs08bOEJ\nl5fCp6MP48PGMz5sfO22wvJC9qbtZffp3bVJe3LLcsktzSWnJIfcUsNyaQ5ArTLu4ejBmC5juLH7\njfT26X1ZxbxbN5U985134PHHTXqbJkVbwI1IXFyc2ZQE3XbjKKko4XThaZYe/B8zbhyFHP8oie9+\nQbBrsMnbNgbGtJwJIXpJKfc14/zzLeCHgFgpZZoQwhdYL6XsJoSYCUgp5WuG41YBL0gpL3BBsSbr\nmbVawK1V7taEtoC3POZ8btfLgQPE9epFbM1vZWMDt94KERHKtcTbW020vNjkTBNh6t+ptLKUnJIc\n/jzzJz8f/pnPdn9Gtaxm1wO7iPGLuaxMJ09CTIzKYWTOhDzaAq7RXIai8iKOZB3hYMZBDmUcYkvq\nFralbiPMPRxPxym8d9O3BLv6mFtMc/FvIYQ98B/g25qIJY1AGEoNS4GpwGvA3cCSOtu/FUK8DQQA\nYcC2pottOhrrnqHRaDRNokcPWLFCTZzcuVNZvHfvVvH1Bg40t3RGoai8iITcBBJzE0nISeBEzgn2\npu9l1+lddGjfgf7+/fn3Nf9mYuTEBoUPBuUWL4RFfRRoNNoCrmnV5JXm0f/T/hzLPkZ7m/ZMiJhA\ntE80A/wHMDR4KPu2u/HQQ7B3r8XlOLgkxracCSHCUeEBp6CU4i+llL804Lz5QCzgAaQBLwA/A4uB\nICAJFYYw13D8LOBeoIJLhCE0dz9ujHV49uzZVmlJ1hZw86Mt4JpaKipUJJPdu+Gll5TbyYIFyhpu\npczfN5/HVz1ORnEGAJEekYzuMpoubl3o5dOLGN8YfDo2zfD1xBMq0uIrrxhT4sajLeAazUVwdXDl\nvzf8lxXxK1h1bBXrEtYhkfh19CO3NJfERDd697Yu5dsUSCnjhRB/B3YA7wExhhCBz9Y3SbLOebdf\nZNfYixz/KvBqc+XVaDQaqyUnR4US3LcPDh9WJSFBRS7p2xemTVN1U2PkWgjXR11PJ8dO7Di1o7Ys\nPLCQ/v79yS3NpbSylIEBAxts9a7LsWNw//0mELoFsWLjveXRFmNxW0PbgwIH8dKol9h2/zbi/xrP\nTd1uYkPyBgZ+OpCnlv2TXWe2s/rYakoqSozetjUghIg2uIUcAkYDE6WU3QzLb5tVOI1GozEiZn1u\nl5bCpEnKafm775QJ97bbiHvySaWUx8fDwoUwc6YKKWiCZDoNxRi/U4f2HRgfNp6/j/g7P9/6Myl/\nS2HfX/bxyIBHaGfTjk92fkL0R9EEvhXI5IWTmbdjHqcKTjVIpqws6zecaQu4pk3h5eTFHdF3cEf0\nHVTLapZvPcCdEzrz0OxPSO8+hYmRE7iv733Edo41S4YvM/E+8BnK2l37FiKlPGWwims0Go2mudjb\nq2yX7dopi3durvL7Li2FAwfOZsOsW/z9ISjI+rVNA/7O/vhH+jMxciIAUkoSchPYlLxJZbf+dSbh\nncK5LvI6JkVOoqd3z3qjojz2mIoD/vLLKiShNfqCax9wTZvn2DGYOBEmTi4mYMLnfP7npxRXFHNP\nn3u4NuJas6XbvRRGjoLSESiRUlYZ1m0AByllsTGu30SZtA+4idE+4OZH+4C3QaRUWSyzspTVOydH\nhSGsWa5bsrMhORnKypRLSkyMmpg5fDj4+pr7TkxCRVUFvyf9ztIjS1lyZAlCCCZFTGJ0l9EMDBiI\nn7Nf7bF79yrlOygIPvhAJddrabQPuEbTDMLCYN06uPnmDlSt/ytxyx/hWMl2vt7zNTcvvpnc0lzG\nhI5hXOg4xoaObVSoQithLcpnu9Cw3gFYAxg3jZpGo9G0dYRQvt6BgQ0/58wZNTlz506Vev6BB8DT\nUynj3bqpEhWlBjN7e9PJ3gK0t23PmNAxjAkdwzvj32F/+n6WHlnKRzs+4p4l9+Bk58SggEEMDBjI\nwICBrFzbjzkvOdOjBzz0kJq/ai3WcCsR0zqwdF9o3fbF8fOD335TBoZnnhEMDBjIB9d8wNG/HuW3\nqb9RXlXOvUvvJeSdEObvm2/Uti0ABylljfKNYbmDGeXRaDQak2CJz+3LyuTrC1dfDX//Oyxfrqzn\nP/6o/MSLiuCbb+DGG8HVFcLD1Sfdp56Czz9XKexzcowvUwsghKCXTy+eG/Ecq+5cxQ8Df2DprUtx\nc3DjhbgXGPXVKHzfceeBWUc5dAh+/RXef9/cUjccbQHXaAzY2MCMGTBoENx7fwU7mMdPh39iW+o2\n+vv355XRr3BV2FX08W3ZhAgtQJEQoq+UcheAEKIf0LgZqRqNRqNpGWxsoFcvVepSXq5S1x86pCKr\n/P47zJun1p2doXt38PCA115TaeytACkla0+sZfHBxaxdt5b0zen08e3DwwMe5orAK7gi8AoCXdTX\nhDfegJtvhuhoiI21fLd5rYAbEXNm19JtG4fQUHj9nUKGjyslcEgAc1//Gz/fMgJne2eTt21GHgcW\nCyFOoRLq+AK3mFckjUajMT6W+Nw2mkx2dsoVJSrq3O1SQgmM7PMAACAASURBVEoKzJ+vIqzExKhZ\njJeIsmIJv1NOSQ4TF0wkpzSHB/o+wANPPUC0TzR2tnb1Hj9smPIFnz4d3NzgzTctO5KjVsA1mjpU\nVFXwi8MD3DUvgNNfv86mrwST3zS3VKZFSrldCBEFRBo2HZFSVphTJo1Go9EYCSHUTMUnnoDCQpg1\nSyX9+eILc0t2UbKKs7j5+5vp69eXd8a/0+BACJMnw/XXq2iON92kPHWGDjWxsE1E+4AbkdbgC93W\n2pZSkpyXzM+Hf2bm2pl0frczmcWZvDd5Nq+/Lvj2W8jIME3bFsYAIBroC9wmhLirORcTQjwhhNgv\nhNgrhPhWCGEnhHAXQqwRQhwRQqwWQrgaRXKNRqNpIJb43DaZTNXVcPw4LFmi4vWNGgUffQRPPw3v\nvWcemeqhsrqSo1lHWXJ4CXM2zOGab68h9L1QwjuF8/ZVb9cq3w2VycYGbrtNucw/9RQUFJhQ+Gag\nLeCaNkVaYRpbU7ey49QOdp7eyY5TO5BS0t+/P/38+vG/O/5HtE80AD17qkxbV1+toqS4uJhZeBMh\nhPgG6Ar8CVQZNkvg6yZezx/4KxAlpSwXQiwEbgO6A2ullK8LIZ4BZgEzmyu/RqPRtBlyclRUlOxs\nNRnzYnVWloqx6+GhfMV79oTnnoNx46B9e7OIXlFVwYGMAxzKOMShTEPJOMTxnOP4dvSlm2c3unl2\n467ed7FoyiI62nVsVnsPPwz79ysL+LJlKv+RJaEVcCPSmnyhW2PbSblJRH8czeDAwfT37899Mffx\n8bUfE+gSWG+g/5IS9eVuzx418fz285KuW4KPnJHoD3Q3ctBeW8BJCFENOAKpKIV7pGH/V0AcWgHX\naDQtiCU+ty8pU3y80h63bVMlM1OF7fLwgE6dzq2jo89d79pVRUYxtkxNZMriKexL30dfv7508+zG\n5KjJdBvejQiPCDq0v3zgrcbKlJgITk5w5AjMnXtZo3+LoxVwTZuhpLIENwc3nOyceOKKJ/Do4HHJ\n4999FzZsgD//hB49WkhI87AfNfHytDEuZsigORc4CRQDa6SUa4UQPlLKNMMxZ4QQ3sZoT6PRaKya\nsjI4dUqV1NSz9Y4dcPCgCjF4zTXw4osqzKC1BLo+Dyc7J/LL8unp1ZNnhj2DQzsHk7UlJdxwA4we\nrX7Gnj1N1lST0Qq4EYmLizPb27Vu+/JEeUax84GdDPl8CDd/fzO/3vXrZa6tZlNfTPk2530bGU/g\noBBiG1BWs1FKOakpFxNCuAHXASFAHirCyh0ot5a6XNLiXjdLY2xsbGv5rTVtmLi4OIv0QW5LmO25\nnZen/CGOHTu3JCQQl5dHrL8/BASo1PM19WOPKR9IMyTXMcXv9O3kb1l6ZCk3L76ZQ5mH+O6m70wm\nU1KSKm++Cba2TRC2BdAKuKbNkJyXzLhvxtHXry//Gv2vyx4/bBhs3gxTprSAcOZltpGvNxY4IaXM\nBhBC/ITKqplWYwUXQvgC6ZcUqhFp0jUaa+D8F8kXX3zRfMJoTE9qKgwZAidPqnV7e5VoYsAAZdEO\nD4cuXeDAAWWqbcVIKZmxZgbf7vuWmcNm8mC/B03aXkiICvyydav6E1giWgE3ItbiC91W2y4oL8DO\n1o6DGQf5797/Ets5lkGBgy76Gayg4NKGh9ZikZVS/iaECAHCDa4iHVA+3E3lJHCFEMIBZVEfA2xH\npbqfCrwG3A0saZbgmhbF1ta23rkS9REQEEBKSoqJJdJoGk+LPrfz85Xy7emp0sQXFamoJNu3Q2Wl\n8tXu1InYTp3g7beVw7KjI3TocOn6csfY2TU7C42xf6dqWU1uaS5llWVsTd2KrbCln38/+vn1w6ej\nj9FlEkLNV7WrP2S4RWBSBVwIYQ/8DtgZ2vpeSvmiEOJ1YCJqcD4O3COlzDecMwuYBlQCj0kp1xi2\n9wX+AzgAK6WUj5tSdk3ro7tXd/ZM30NcYhyrjq3i6bVPsz99P13cuhDuEU54J1UiPCII9whnwgQ/\nbrhBYG+vvgS6u5v7DkyDEOJ+4AGgEyoaSgDwMUpxbjRSym1CiO+B3UCFof4EcAYWCSGmAUnAzc2X\nXtNSVFVVNfirhP56YXno8dgMdOumnJHro7RUaYjZ2ark5CgFvbhYRQAoKVHLeXlw+vTZ9br7LlZX\nVjZfka+7bG+vMtv079/kn8LWxpYvrvuCd8e/y+rjq9meup23Nr/FrtO7aGfTjmDXYIJcgwh2MdSu\nwQS5qNq3oy+2No23Cd17L1x3naqnTlWJ9iwJkyrgUsoyIcQoKWWxEMIW2CiE+B+wBpgppawWQsxB\nRUeYJYTojhqUuwGBwFohRLghOsNHwL2GpCErhRBXSSlXm1L+xmItvtBtuW0hBKO6jGJUl1EAFJUX\ncSz7GPHZ8RzNOsqmlE18tecr4rPjKSovIujRUXy1/glef3sQ9z1YzusvuePg0LS2LZiHgYHAVgAp\nZXxzJ0hKKV8Ezv++no1yT9FoNC1MWxuPL4bFPLcdHFQ0Ez8/JdOkJk25qZ+qqksr6RfbV1AA6elQ\nXExcQgKxpaUqEkENRgiU5WzvzE3db+Km7jcZLilJK0ojOS+Zk3knSc5X9dbUrWo9L5mskiz8Ovrh\nfNqZ6EHRBLkEcXXY1YwIGXHJr3Ivvqjmr375JVxxhZrP9fDDapslpKk3uQuKlLLYsGhvaE9KKdfW\nOWQLcKNheRLwnZSyEkgUQsQDA4UQSYCzlHK74bivgesBq+jwGsvFyc6J3r696e3b+4J9eaV5xGfH\nE39DPOt2vcfHr/fmlzVDOfRnq8sfU2aI1w2AEKIdl5kgqdForA89HrcRbG2hY0dVLkZVlYoVnp5+\nYalRyuPj1eff6dMvTG9vJIQQ+Hb0xbejLwMCBtR7THlVOan5qSxZvQTPME8SchK4f9n9RHlGsfS2\npZe8fnS08u557TVYuhT++U/4/HP43/9McTeNw+QKuBDCBtiJ+rT9YZ1OW8M0YIFhOQDYXGdfqmFb\nJVDXoTDFsN2isBZfaN12w3B1cKW/f3/6+/fntl5wYPk2diasYOKCBQwKGMSgoEHklubi5uBmMhla\niN+EEM8CjkKIccBDwDIzy6TRaIxMWxqPL4ZFWL/Pwywyde2qwoQA9O2rfNS9vVXp14/Yq69WJuOI\niJaX7TzsbO3o4t6Fx2896+n01NCn8HnTh8gPIunh1YOe3j3p4dWDHt49iPCIwM72XOdvOzuYNAne\neQcGD27pO6iflrCAVwMxQggX4GchRHcp5UEAIcRzQIWUcsElL9JIpk6dSufOnQFwc3OjT58+tf/g\nNSGg9Lpeb8y6p2csx38fwIdvnSK1rD95pXn88/d/sn3jdrycvBg9ajRvjHuDA9sPmKT9muXExERM\nwEzgXmAf8CCwEvjMFA1pNBrz0dLjsR6Lzbi+YgWkpxPr4wMnTxL3xx+QlkZsWZlaT00FT09iw8Lg\n7beJKy298HqnThFrUMDNfj/nrW/ZsIXvB3yPXy8/DqQfYMUvK1ifs55073SScpPwzfSls1tnnvu/\n5xjXdRxxcXF89BF4eMTy979bxlgsjJv87jKNCfE8UCSlfEsIMRW4HxgtpSwz7J+J+iT2mmF9FfAC\nasLWeillN8P2W4GRUsq/1NOGkRP6NZw4K/KF1m03jqVLVRattXU+1sbFxXHI6RB/W/M3bux2Ix9e\n8yGuDi3jniKEQEppAV5spsGc/djQfqMmHDZm0uHs2bMx573V0Jh7hMbdp6Xco6Vjzn5s6vHY3H34\nYphzvLoYRpEpORm++QZ+/FFFWikvV7H4goPPlrrrAQGXDBFirb9TWWUZT655knk753Fl1yt5bvhz\nDA5SJu+rrlITMm824vT/5vRhU0dB8US9UecJIRyBccAcIcR44ClgRE1nN7AU+FYI8Tbqk1YYsE1K\nKYUQeUKIgahwZncBFpZUVNOaGTMG/vIX+PRTuP9+ta2wvJDHNzzOs8Oe5fmRz2MjbMwrZBMRQiRQ\nj8+3lNLC5oy3PQIDA0lNTW3w8XZ2dpSXl5tQIo21osfjVoyUKq74/v3w5JOwerUKcWgJMw1bmB8P\n/cgH2z/gkwmfcE/MPbSzOavmPvoo3HefCuwycaIZhTRgahcUP+Arg9+ZDbBQSrnSMJnDDvjFMPFr\ni5TyISnlQSHEIuAgKnzZQ3VeoR/m3LBHq0wse6Mx59uibtu0ODnB+vUwfrzKDDxrFky4cgKbe21m\n+vLpzN8/nxmDZ3BX77tMml7XRNSNLeUATEGFJNSYmdTUVJNaqTVtijY1Hl8MS7PqQhNl2rMHXn75\nbEZNOzuV4EcI8PAwj0wmpiEy3drzVjradeRff/yL59c/z209b+PO6Dvp69eXa68VLF4Md90Fixcr\no9oVV5jvPcXUYQj3AX3r2R5+iXNeBV6tZ/tOoJdRBdRoGkFEBGzaBLNnQ2SksorfcENfVt24lX35\nv/PGpjf4x/p/8EC/B3iw34MEuFjHvCQpZdZ5m94RQuwE/mEOeTQajfHR43Er4/XX4fvvwcVFpXoM\nDwcvL5X0Z9EiVXt5QffulpuL3QQIIZgYOZGJkRM5mnWUb/d+y5TFU7BvZ88tPW5hSvcp7N7dnQ8+\nEEybpoK9jBoFI0fCiBEqMWlLKeTW+c3cQqnrpK/bbp1t+/rCxx8rg0NY2GEWLYLOnQUv3z+Sa3KX\n892Vf5BVnEXPj3oy4NMBvPTbSxSVF7WojI1FCNG3TukvhJiOEV7OhRCuQojFQohDQogDQohBQgh3\nIcQaIcQRIcRqIUSTnObffPNNevTo0eAyY8aM5t6ORqNpBZhzvLoYTZLp449h92649lrl8/3hh8o6\n9MgjcMstMHYsjBsHGze2nEwmprEyRXhE8OKoFzn+6HG+mPQFeaV5XDv/WsI/8WFn2GSmf/key5ZX\nM3Cg8toZNkylr7/jDpg3Dw4dMkro84uiU9FrNE3AwwPGjz/DnDlRFBWpzvvzz/D88+F07foh2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uVW+z2zhSf4SDtQfJq81j3TpY86GRgJvnk/GY4Ccn/YQ7Tr3DLUJcC3CNxo1s2AA+Psphv5Qq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Ee0kv0C+ulql78/Bfv2VbtuoG8ItoAAltx9N1RWMvn115mlFNOBdX//O8WhoVQGBtaIhjLD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\nfjfccg9TAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16eae5b86a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import gridspec\n",
    "\n",
    "#logs=data.iloc[[top_depth],[bottom_depth]]\n",
    "#logs=data[(data.DEPT >= top_depth) & (data.DEPT <= bottom_depth)]\n",
    "#print (logs.GR,logs.LLD)\n",
    "#Setting GRAPH ELEMENTS\n",
    "\n",
    "fig = plt.figure(figsize=(12,10))\n",
    "fig.suptitle('Volume of clay from different methods',fontsize=14)\n",
    "fig.subplots_adjust(top=0.90,wspace=0.3, hspace =0.3)\n",
    "\n",
    "gs = gridspec.GridSpec(4, 3)\n",
    "ax1 = fig.add_subplot(gs[:,0])\n",
    "ax2 = fig.add_subplot(gs[0,1])\n",
    "ax3 = fig.add_subplot(gs[1,1])\n",
    "ax4 = fig.add_subplot(gs[2,1])\n",
    "ax5 = fig.add_subplot(gs[3,1])\n",
    "ax6 = fig.add_subplot(gs[:,2],sharey = ax1)\n",
    "\n",
    "# Graph for GR,SP\n",
    "\n",
    "ax1.invert_yaxis()\n",
    "ax1.grid(True)\n",
    "ax1.set_ylabel('DEPTH')\n",
    "ax1.plot(logs.GR, logs.DEPT, color='green')\n",
    "ax1.set_xlabel('GR [api]', color='green')\n",
    "\n",
    "ax11=ax1.twiny()\n",
    "ax11.plot(logs.SP, logs.DEPT, color='blue')\n",
    "ax11.set_xlabel(\"SP [mV]\",color='blue')\n",
    "\n",
    "\n",
    "#The graph of GR histogram\n",
    "ax2.hist(logs.GR.dropna(),bins=15,color='green')\n",
    "ax2.set_xlabel('GR [api]')\n",
    "ax2.set_ylabel('Frequency')\n",
    "\n",
    "ax3.hist(logs.SP.dropna(),bins=15, color='blue')\n",
    "ax3.set_xlabel('SP [mV]')\n",
    "ax3.set_ylabel('Frequency')\n",
    "\n",
    "ax4.hist(logs.ILD.dropna(),bins=15, color='gray')\n",
    "ax4.set_xlabel('ILD [m.ohm]')\n",
    "ax4.set_ylabel('Frequency')\n",
    "\n",
    "\n",
    "# N-D XPlot for Volume of Clay\n",
    "\n",
    "\n",
    "ax5.plot(logs.NPHI, logs.RHOB,'ro',markersize=4)\n",
    "ax5.set_xlabel('NPHI [%]')\n",
    "ax5.set_xlim(-5,60)\n",
    "ax5.set_ylim(3,1.5)\n",
    "ax5.set_ylabel('RHOB [g/cc]')\n",
    "ax5.grid(True)\n",
    "ax5.text(0, 1.8, 'clean line', fontsize=12)\n",
    "ax5.text(40, 2.9, 'clay point', fontsize=12)\n",
    "ax5.plot([neut_clean1,neut_clean2],[den_clean1,den_clean2], marker='o', color='black')\n",
    "ax5.plot(neut_clay,den_clay,'ro',color='black')\n",
    "\n",
    "\n",
    "#plt.title(\"Volume of Clay\")\n",
    "\n",
    "ax6.plot(logs.VCLGR, logs.DEPT, label ='VCLGR',color=\"green\")\n",
    "ax6.plot(logs.VCLND, logs.DEPT,label ='VCLND',color=\"red\")\n",
    "ax6.plot(logs.VCLSP, logs.DEPT,label ='VCLSP',color=\"blue\")\n",
    "ax6.legend(loc='best',fontsize='x-small')\n",
    "ax6.set_xlim(0,1)\n",
    "ax6.set_ylim(top_depth,bottom_depth)\n",
    "ax6.invert_yaxis()\n",
    "ax6.grid(True)\n",
    "ax6.set_xlabel('VCL [v.v]')\n",
    "\n",
    "#plt.savefig ('vcl_plot.png', dpi=200, format='png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the histrograms to re-evaluate:\n",
    " - GR min, max (clean, clay)\n",
    " - SP min, max (clean, clay)\n",
    " - RT min, max (clean, clay)\n",
    "From ND Xplot extract the clean line and clay point.\n",
    "\n",
    "All VCLGR (you can apply any correction here), VCLSP, VCLRT and VCLND curves are plotted in the same track for comparison. It is obvious that the VCLGR and VCLND match very well, comparing with the rest.\n",
    "\n",
    "To simplify the intepretation we will accept the VCLGR as the VCL. Another approch is to consider vcl as the minimum value obtained through several methods (VCL = min (VCLGR,VCLSP,VCLND))."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "logs['VCL']=logs['VCLGR']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. The Porosity:\n",
    " \n",
    "Three logs are available for porosity estimation: sonic, density and neutronic. Porosity can be evaluated by single or dual combinations of any three types mentioned: neutron-density, neutron-sonic and sonic-density.\n",
    "Basic porosity formulas are:\n",
    " - Sonic: Willie, Raymer-Hunt-Gardner;\n",
    " - Density;\n",
    " - Neutronic;<br>\n",
    "<p>The NEUTRON-DENSITY combinations give the best result in any type of lithology.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Willie-TimeAverage\n",
    "def phis_shale(dt_sh, dt_ma, dt_fl):\n",
    "    phis_shale = (dt_sh-dt_ma)/(dt_fl-dt_ma)\n",
    "    return phis_shale\n",
    "def phis_w(dt_log, dt_ma, dt_fl, cp):\n",
    "    phis_w=(1/cp)*(dt_log-dt_ma)/(dt_fl-dt_ma)\n",
    "    return phis_w\n",
    "def phis_w_sh_corr(dt_log, dt_ma, dt_fl, cp, dt_sh, vcl):\n",
    "    phis_w=(1/cp)*(dt_log-dt_ma)/(dt_fl-dt_ma)\n",
    "    phis_w_sh = (dt_sh-dt_ma)/(dt_fl-dt_ma)\n",
    "    phis_w_sh_corr = phis_w - vcl * phis_w_sh\n",
    "    return phis_w_sh_corr\n",
    "\n",
    "#Raymer-Hunt-Gardner (the alpha(5/8) ranges from 0.625-0.70, 0.67-most, 0.60-gas reservoirs)\n",
    "def phis_rhg(dt_log, dt_ma, alpha):\n",
    "    phis_rhg=(alpha)*(dt_log-dt_ma)/(dt_log)\n",
    "    return phis_rhg\n",
    "def phis_rhg_sh_corr(dt_log, dt_ma, dt_sh, vcl):\n",
    "    phis_rhg=(5/8)*(dt_log-dt_ma)/(dt_log)\n",
    "    phis_rhg_sh = (dt_sh-dt_ma)/(dt_fl-dt_ma)\n",
    "    phis_rhg_sh_corr = phis_rhg - vcl * phis_rhg_sh\n",
    "    return phis_rhg_sh_corr\n",
    "\n",
    "#Density\n",
    "def phid(den_log, den_ma, den_fl, den_sh, vcl):\n",
    "    phid = (den_log - den_ma) / (den_fl - den_ma)\n",
    "    return phid\n",
    "def phid_shale(den_sh, den_ma, den_fl):\n",
    "    phid_shale = (den_sh - den_ma) / (den_fl - den_ma)\n",
    "    return phid_shale\n",
    "def phid_sh_corr(den, den_ma, den_fl, den_sh, vcl):\n",
    "    phid = (den - den_ma) / (den_fl - den_ma)\n",
    "    phid_sh = (den_sh - den_ma) / (den_fl - den_ma)\n",
    "    phid_sh_corr = phid - vcl * phid_sh\n",
    "    return phid_sh_corr\n",
    "\n",
    "# NEUTRON:\n",
    "def phin_sh_corr(neut, neut_sh, vcl):\n",
    "    phin_sh_corr = (neut-vcl*neut_sh)/100\n",
    "    return phin_sh_corr\n",
    "\n",
    "#Neutron-Density\n",
    "def phixnd(phinshc, phidshc):\n",
    "    phixnd= (phinshc + phidshc) / 2\n",
    "    return phixnd\n",
    "def phixnd_gas_corr(phin, phid, phin_sh, phid_sh):\n",
    "    phixnd_gas_corr= ((phin**2+phin**2)/2)**(0.5)    #for gas intervals (nphi<dphi = crossover)\n",
    "    return phixnd_gas_corr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " - Select the variables for shale/clean zones and calculate porosities:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Matrix, fluid and appropiate shales values must be declared in the next variables:\n",
    "dt_ma, dt_fl, dt_sh, cp, alpha = 55.5,188.0,90.0,1,5/8\n",
    "den_ma, den_fl, den_sh = 2.65, 1.1, 2.4\n",
    "\n",
    "phis_sh=phis_shale(dt_sh, dt_ma, dt_fl)\n",
    "phid_sh=phis_shale(den_sh, den_ma, den_fl)\n",
    "phin_sh=45\n",
    "\n",
    "#calculate the VCL functions, by looping with pandas series values through VCL functions defined above\n",
    "\n",
    "logs['PHISw']=phis_w(logs.DT, dt_ma, dt_fl, cp)\n",
    "logs['PHISwshc']=phis_w_sh_corr(logs.DT, dt_ma, dt_fl, cp, dt_sh, logs.VCL).clip(0,1)\n",
    "\n",
    "logs['PHISrhg']=phis_rhg(logs.DT, dt_ma, alpha)\n",
    "logs['PHISrhgshc']=phis_rhg_sh_corr(logs.DT, dt_ma, dt_sh, logs.VCL).clip(0,1)\n",
    "\n",
    "logs['PHID']=phid(logs.RHOB, den_ma, den_fl, den_sh, logs.VCL)\n",
    "logs['PHIDshc']=phid_sh_corr(logs.RHOB, den_ma, den_fl, den_sh, logs.VCL).clip(0,1)\n",
    "\n",
    "logs['PHIN']=logs.NPHI/100\n",
    "logs['PHINshc']=phin_sh_corr(logs.NPHI, phin_sh, logs.VCL).clip(0,1)\n",
    "\n",
    "logs['PHIxND']=phixnd(logs.PHINshc,logs.PHIDshc).clip(0,1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "A PHIxND porosity is a good estimation of effective porosity.\n",
    "Calculated porosities above are similar with core porosities (see http://certmapper.cr.usgs.gov/data/PubArchives/OF00-200/WELLS/WALAKPA1/LAS/WA1LOG.JPG)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "logs['PHIE']=logs['PHIxND']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### 5. Water Saturation\n",
    "\n",
    "Before calculating the water saturation will need a value for the Rw (Resistivity of water)\n",
    "\n",
    "##### Resistivity of water \n",
    "It can be determined from:\n",
    " - water catalogs\n",
    " - DST test water analysis\n",
    " - Rw from SP (needs information about Rmud and ... )\n",
    " - Rwa Method (Rw from a 100% water zone)\n",
    "\n",
    "Assume that we have no ideea about the Rwater, then best practice is a PICKETT graph.\n",
    "This plot is logarithmic plot after Archie's equation:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Archie Water Saturation Eq.\n",
    "\n",
    "Sw^n = (a * Rw) / (Rt * PHI ^ m)\n",
    "\n",
    "Equation can be re-write in a logarithm way and plotted in a log graph RT vs PHI:\n",
    "\n",
    "log(PHI) = - (1 / m) * log(R_t) - n * log(Sw) + log( a * Rw)\n",
    "\n",
    "We need to define first the variables: a, m, n. You can start with this pair(a=1,m=2,n=2) as it works well in most of lithologies. If your matrix is shaly-mixed, the you can decrease the m to 1.8."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "a=1 #turtuosity factor\n",
    "m=1.8 #cementation factor\n",
    "n=2 #saturation exponent"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then choose the water resistivity: rwa.\n",
    "We'll plot Resistivity vs Porosity in Pickett chart.\n",
    "Data can be selected just in the reservoir formations (excluding the shaly intervals) by playing with the vcl_limit (volume of clay) variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
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ZMy6q5m9LoXtriqnX1dfLqT/9JEctXiwPnzvX5LntTWt/FmqqamRuv1y59LGl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\ns0z/Au7bJaCkvfl7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16eb07dfef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rwa=0.45       #water resistivity\n",
    "vcl_limit=0.1 #volume of clay upper limit for selction of data for graph\n",
    "\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "pickett_figure=plt.figure(figsize=(7,6))\n",
    "plt.title('Pickett Plot'+ ' for VCL < '+str(int(vcl_limit*100))+'%')\n",
    "plt.loglog(logs.ILD[logs.VCL<vcl_limit],logs.PHIE[logs.VCL<vcl_limit],'ro', label='',color='red')\n",
    "plt.xlim(0.1,1000)\n",
    "plt.ylim(0.01,1)\n",
    "plt.ylabel('PHIE [v/v]')\n",
    "plt.xlabel('ILD [m.ohm]')\n",
    "plt.gca().xaxis.set_major_formatter(ticker.FormatStrFormatter(\"%.2f\"))\n",
    "plt.gca().yaxis.set_major_formatter(ticker.FormatStrFormatter(\"%.2f\"))\n",
    "\n",
    "#calculate the saturation lines\n",
    "sw_plot=(1.0,0.8,0.6,0.4,0.2)\n",
    "phie_plot=(0.01,1)\n",
    "rt_plot=np.zeros((len(sw_plot),len(phie_plot)))\n",
    "                \n",
    "for i in range (0,len(sw_plot)):\n",
    "    for j in range (0,len(phie_plot)):\n",
    "        rt_result=((a*rwa)/(sw_plot[i]**n)/(phie_plot[j]**m))\n",
    "        rt_plot[i,j]=rt_result      \n",
    "for i in range(0,len(sw_plot)):\n",
    "    plt.plot(rt_plot[i],phie_plot, label='SW '+str(int(sw_plot[i]*100))+'%')\n",
    "    plt.legend (loc='best')\n",
    "plt.grid(True, which='both',ls='-',color='gray')\n",
    "\n",
    "#plt.savefig('pickett.png', dpi=200, format='png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the Picket plot results that we are dealing with two different zone intervals, that need to be divided and interpreted separately. <br>\n",
    "For now, we will choose a resonable Rwa and calculate the Sw curve with Archie. Add the equation in a function named: sw_archie,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sw_archie(Rw, Rt, Poro, a, m, n):\n",
    "        F = a / (Poro**m)\n",
    "        Sw_archie = (F * Rw/Rt)**(1/n)\n",
    "        return Sw_archie"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and call it in order to have the result of saturation Swa. Clip the results between (0,1)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "Rw =rwa\n",
    "logs['SWa']=(sw_archie(Rw,logs.ILD,logs.PHIE,a,m,n)).clip(0,1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate the BVW (bulk volume of water):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "logs['BVW']=logs['SWa']*logs['PHIE']\n",
    "logs['matrix']=1-logs.VCL-logs.PHIE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### 6. Display the \"Interpretation Plot\"\n",
    "\n",
    "Create a plot template and add the results of volume of clay, saturation and porosity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x16eb33e75c0>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0pXVtMvBAYskHiSVvALNSpX4PUAsp1XylOjvz/odKdVp8nSjVi0o1QakeVao9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\nltgwQkXqbkvsYEJl+7BYrK7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+hrq/Y4sPuumJP7D1wdYDuxtsZGb4hmATwfqDDQV7Biw2\n3bMHwLaOr28H+0IX8/gr2Ofj693A7omvN6o2j5y57wh2J1j/+H6lrnKvI/YaYHeATQVbsYi4YJ8F\n6xdfnwH2i2aXA1i/WH4I2OJgk8A2qH89YAjwaOb9tsBfMu9/ApxYNs2KhO6Hny4f15p1NX+OwNKE\nh5ldDBzY6twayK9bl129OYJtBweeAf/5APg1cGRc3wrZLkJ8GwGWyaW47aNK/DPBfhxfnwh2RqPx\nMzFXB5sCtkR8/0ewQ6vNq/Hvza4EOzy+7g82qMh5gB0Hdg3YmGrLivCMnBHZ9ads3doNuC2+/gQw\nrs51sx+hd88hwOKE5/BsUFbmJCCuF6wEvAn0LzD+IEKPgINL8ygy/0y5vwO3AvsUvHy2BQbF17vW\n8x3kjF/+HT/eqnXC14feuD5sORWO3x+Gf1g55nd+Cp98Lbz+wTdg05n580kWgyEfwYmfgtMGwAYf\nwgm7LVjmgDvgy/8Kr08eDivMh9OWLC7+KWvCurPgJ1uW5lFk/p3ltnoLPjUdjjqz2OVz7DfhlDXj\nd3FKPcs//zzq/4579EqQGf8x42kWPiO9FzDajLlmTCMcrG0jsRow0Izxsdzvgb27mM186DhLuTx0\nPLh0z0rzqCP9o4EzLHYxaMYbtXKvIy7AecCPyoY1FdeMv5kxP74dR+eVimaWwzaEnqmeM2MO4aGu\ne+XNqYbBdDYnA3gxDutgZm+Z2dFmtp6Z1XXGoiBVczSzD8zsG2b2XTO7rgdyg9r59fSyK6mYoxn3\nw7WXwPBnzOw7ZlbqMKCQ7SLE5+2yYYVtH5XixzxLXRpfRed+q9n90GLAMhL9gQGE/Vu1edUtXhHb\n3oxRADHPGUXNQ2INYHcge9Z0odhmVmmZZu1F+D3AzB4ABik8NDSvuC+z58ys2r7MgIHx9UDgTcv/\nzJU88Q8CbjSzl+LneIP88sSH8EDvG4DX6oidK76ZjTOzGfHtOMr22QXkX/4d9yOs/9U0s074+tBk\n/O5fHx6eBdPfqx5y6gGwybWh/HlXwAdLSCdvnC+ddw6Dj88wO+NfZumHMGIsvFjem6fBR8uGl3NX\nhUFzzdKcjyTIE/+FM2HEA2a/eDh8hp//N1/s3PkDz14PG90By85YeFxz8c3Ov9zsf+Lv/QrXwBsD\nip5HI99xu94TVH5w9FIcNphwoFSy0MFxBccBv5R4HjiLcPam1jzyGg58RmKcxD0Kz+toOq7EnsAL\nZkwuG9VsvlnfAEqXEpuJ22VlxbkidNN2UVLU9pG1ihnTAcx4FVil2fhmvAycAzwfp5thxt+AVavM\nqxFrA29IjIpN1i6VWLrAeZQqttkeehqJ3ez3lGdfdhGwkaSXgUeAYwuOPxxYUdI9ksZLOrjI+JJW\nJ1QoL6H+prD17uu/Bfyl4PiVvuNalZpW/7b5+lAjfpluWh/eWLl6yBkfg6Wf6Hy/4nswa/N86Xy4\nASyfqYQuMxXeW33BMuseBtPXkFabB5fcB7ufni923vjvbAAfriBt9ba0yfvSt35TZHzppC3gyZ3N\nrjqIuteHPPlnTb0INn+6+HnU/x23/GGpEnex4I6q9KCmU8z4c6vnAXwWONaM/5PYl9BMKVeXuzXi\nnkpYdiuYsa3E1sCfgGEFxD05b351xO1Y1grPFZljRk9docjjJWCtzPs16LyC1y7aPcd2zw9y5igx\ngCa2i3p04/ZhXRepTWJ5wtnQIcAM4E8SX6sQu5l59QdGAt814yGJ8wjNFpueh8QXgelmTFJ4VkU1\nTS+rgnwBmGhmO0taB7hL0mZmVuPsc11Ky3pnYBng35L+bWbPFBT/fFjgvs2W3BMoaSfgcEITxkWZ\nrw859J314bUTYPAUs/FbSSfuBNfdKa14qdnp04uJP38xeHEo7LkmzFsZrn1C+vH1ZmfdXUz8cWNg\n++M631tLLpJIxxwHD34O9i+/R7lHtLwSZNbQgctLwJqZ96WDo4rDzTi6WiCJq83CGRozbpA6ml1U\nm0eu3CW+DeFhg2aMV+jc4WPkOLCrFldiE2Ao8IiE4rQTJLZpJm4m/mGEpic7ZwZ3uRxqKOpAWyy4\nAx4PrCtpCPAKcABwYANxi9TuObZ7ftB4juvQxHaRO7nit4+s6VK4whGb9ZaanzQT/7PAFIsPX5a4\nGfhUjXk14kXCFbiH4vsbCZWgIubxaWBPid0JTfkGSlwNvNpA7Ga/pzzr0eHALwDM7FlJU4ENoGPZ\nNBv/ReANM5sFzJJ0H7A54d6IIuJvBYyWJMI9LLtJmmNmYwqKj6TNgEuBXc2snhu388Sv9B3XOsBs\n9W+brw+14/fA+rDS6zC1SshBb8IHG3W+f3NZWOqRfOkMeArePqzz/ftrw7IvL1jmsUNgqwTA7Mx7\npLtnwvufB64uJv6yL8HwN83+3wxghvTwFJixG5CjEpQn/rOrwbOXSTdeBm/3h4nHS/1mm11yajHx\nQbU9U6IAACAASURBVPrhV+DWM2G/L5j9z7Su49Y7jwa+43puTGrVH9g9YFtm3pduFl4CbG0W7Bhh\n3P9n77zDo6jWOPzObiqphAQSekIoIYQmvRdBELCBFaVLERELXhuIXFCuXBUQBb2gVBGpCtKkhSZI\nk94DJJBAeq9b5v4xoQgBUmbLJOfl2Ydkd+Y7v505u5lvzldAbgGyhFIYocdDbJ8CuWP+z11BPviw\nMQqpeTjIk/J/rgNypBp27xrjMsjlVdLbI/9YVLjr+WLbBVnP7cIITiiFEUKK9h5ZCsQAuShhPfkJ\n2PQEzqHkSLxv2/lp3xrtXV9xNKIUCThxn3lX4s/F3fbV/nwUYP9zkPMLUxRYGKE4n78WIJ8A2SX/\n+3AByKPvN1bxz528E+Q6+T9PzLev9hgduV0YYVrBx4qawH3mBI9zO0m6FUUvjKDndiK2E0oidshd\n23wLTMz/uRJKKI6PivbrAVvyty0HnADqq2X/ru3nU7RE+MLor57/OW5V9PNfKPv3nGNLzQkxH7Q6\nH95rB3VyCrY56uPbSfNjhxatMMLHjreT8ie45Sfl9/rnNr1OwLPblZ8/CIUAI3wYpJ79cT2hRaKy\n7fgKUCcHxvVRy/4/t+9+oWiFEQqj/71WUDMPxg4t6nwo/BhFP8dFFqLmA+SnQL4KcjbI10G+o1KU\n/EH+BcEZ8qu75T//SP4f/gsgzyzEGG1APpR/obEP5CYPG6OQ2h1BXpyv5dBNR6ukdu8a4xL5VbBU\n0HsB5EiQj+Q/ZqtktwfI5/Lt2/RCWzxKxwPkpSDHgJwLchT5lcnueL1En4uC7Kv5+biP/fIgb83/\nrPwBsndx7d811sT8/Y6DvDD/e8nnfmMV83w0Avkgyk2O1SjV4dQe404n6B7bFOBEAyPIrxyo7Mc3\n+RdOx4CmRddAD+5yyO8cAwgANgPH8x9Fqvz4MPv5v49DqQh2HBijtv07tv2xKBe9hTw+c1EqpB0B\n/gYOWOD43HmON1pyToj5oLX50CkGKpnASYbKRhj8AwxcAgMX396+13HlQrpuNrz1UtH0vPYRBOYp\nF/IvbFSeu20f3m8ELROgTrbyGDZLTfvK7y+tUyrE1cmGV1aobf/2tt3PF8UJKtzx6XFWqZgXkgX1\nsqBBRlHsF/4YFe0c56+uCAQCgUAgEAgEAkHZ4KGJT5IkVZUkabskSafyG4K9kf98I0mS/sxvhPWb\nJEnu+c/XkCQpS5KkI/mP2XfYaipJ0vH85lcPbXQqEAgEAoFAIBAIBGrz0JUgSZL8AX9Zlo/mOzqH\ngKdR+je8LcvynvxOyUGyLH+cn+S8TpblhgXY+gt4XZblg5IkbQBmyrK8WeX3JBAIBAKBQCAQCAT3\n5aErQbIs35Bl+Wj+zxnAWZT67LVlpYEdwFag7x273VNqMd+Z8pBluSiNTgUCgUAgEAgEAoFAVYpU\nB1ySpJpAY5SqLKckSXoi/6XnuN1hHaBmfijcDkmSbtaGL06jU4FAIBAIBAKBQCBQlUI7QfmhcCuB\nsfkrQkOB0ZIkHURp5JWXv+l1oLosy02Bd4ClN/OFBAKBQCAQCAQCgcDWFKpZqiRJDigO0GJZln8D\nkGX5HErHZCRJqg30yn8+j3yHSJblI5IkRQB1KELjMkmSLFSyriOwUwM2S79dWZYL3Z3acvNBYC/Y\n13yw1GdE2C8s9jUfBLamKPMBxJwoC4jvCMGdFPU74iaFXQn6ETgty/LMm09IkuSX/78OGA98l/+7\nb/5zSJIUBAQDl2RZvgGkSpLUIr9D8QDgt/sNWNT64YV5DBy4QBM2S7vd4lAULRMnTizSa3c/d+fv\nBf189/8DBw4U+kqgz9LzwZJzWdhX/2F/82GgsG9D+8VFy+9Z2Fd/TlhST8eOE4V9G9ovCQ9dCZIk\nqS3QHzghSdLfgAx8CNSRJGl0/u+rZVlekL9LB+DfkiTlAWZghCzLKfmvjQYWAC7ABlmWN5VIfRGp\nWbOmJmwKuyWjU6dORXrt7ufu/L2gn+/+v6jvXejrdM9r9oSl57Kwry20fjy1bt8e0fox1bp9gUAt\nHuoEybK8F9AX8NIm4OsCtl8NrL6PrcNAWBE1CgRFwt4v4oW+kukTCAQCgUAgKClFqg6ndby9j2rC\nprCrLby9vW0t4YHYuz57w9JzWdjXFpb+/Aj72kPrx1Tr9u2Np57qJOzb0H5JKFNOUOPGKQ/fyA5s\nCrvaonHjxraW8EDsXZ+9Yem5LOxrC0t/foR97aH1Y6p1+/bGm292EvZtaL8kSCVNKrIEkiTJ9qhL\noA6SJCEXsbKLmA+lFzEfBHci5oPgToo6H/L3EXOiFCO+IwR3UpzviJuUqZUggUAgEAgEAoFAIChT\nTlB4eLgmbAq72sLe37u967M3LH28hH1tofXjqXX79ojWj6nW7QsEalGoZqn2iNFoJCMjo8wl4BWV\n2IxYvjv0HRM7TbSI/W3bIDUVfHwsYl7wEI4tPkaF2hWouvMneOEFqFHD1pLsjgnbJ9CgYgO61eqG\nj6vKEzUtDdatg8REeOMNVUweOaI8hg1TxZxAIBDYJSOGD2fSlE8pX6GCxcfKNmdbfIzSztmEs4R5\nVsVBssz6ScSlCCpXq42ji4dF7BeEZnOCzp07R+/evblw4YKVVGmPmPQYBv82mCDvIOb0nmORMdat\ngxEjYMcOqFu3cPuIeF71CP8kHGOukUfNWyArC2bNsrWkIqP2fJBlmSspVzgVf4pTcad4f9v7AFT2\nqEz029ElF7x3L7Rrd/v36tXh449h6NCS2wb+/hueeQYuX1bFnOYQ3w+COxE5QaWPTz75hB+nTycx\nLY04YMu5mELva5ahb73KRf6OmJWkvb+N9oRJNoEE9aIP8djJFaralgHJnAtAjnMgEfXWFX5fWSYs\nLKzYOUGaXQlycnLCaDTaWoZd89yK5/Bw9uDrnve0c1KNPn3gq6+UFaHCOkEC9ajerjrhn4TDyreg\nfn2YMAEqVrS1LJvxnz3/4YNtH+Dq4Er7Gu0J9Qtl/pPzaVe9HbXK11JnkPLloVw5xekEiIpSlm1U\ncoIiI+HKFTh0CJo1U8WkQCAQ2AX9X3qJpT//zGfAOODwrB8wW8FfNWGy/CClFZMRPTIBKZG0Pr8e\n8h0WtbjpvaR7tCPBbxDWvIEhcoLs0KZadse0GMOhmENM2jmJHGOOanbvJC8P/voLatRQ166WsGX8\nc5WWVbhx9AYmHz/o3RtWrrxnm7IUn13NsxpVPKqg1+m5nHyZqNQo6vvVJ9gnGEkq3I2ihx6vwMDb\nDhDAqFFKOFwheZD91asVX6pZM/D0LLTJQttXg7I0n0D7x1Pr9u0RrR9TW9rP3rkLgF3AmwOGEf1o\nD4tqEZQcPTKSLFMn5hDORsuEFeY5VuZ65ffJdGthEfv3o0w5QWWN5xs8z/GRxzmTcIZW81qRlpum\n+hjXrikLD25uqpsWFAIndydcvF1IiUxRVihy1b1DozX6N+xP1FtRLOu7DDcnN1adWcWVlCvqDuLq\nCgYDnD6tLH/OmQMdOqhievhwSEqCjRuhTh1VTAoEAoHdsCryCteCatEGmL1oHjWbBNtakuAhmPSO\nGB2c2FW/L3O7TGZL6PNkOqmbt+NgSqH2uScIjHgFrLgSpNmcoMuXL9OlSxcul9XA+SKQkZdBzRk1\nCR8UToOKDVS1vWUL/PvfsHt34fcRMf/qceCbAxydf5Rh+4eia/4IfPEFPPqorWUVCbXnw9TdU5mw\nYwJf9/yaJ+o+QVXPqqroLJDJk5V8oC++gLffhkKuNhWELCuLTJGRkJwMZbXmi/h+ENyJyAkqnbz1\n1ltkzZjBtDohbFu7rUj7FicnaEbSjCJrFBSMZDbhmpfJqzs+VtWuCWey3JsTGTi7SH9LS5ITpNmV\nIJ1Oh48oSfZQDkYfpMn3TXi63tOE+oWqbr9hQzh5EtauVd204CHkZeSx/aPt9PulH7pd4coqUJcu\ntpZlcx6v/Tj+7v58vvdzhq8bzr+2/ItjN45ZZrAJE+DYMZg+HXQ65Yv75sPJCQpRuOXqVQgOhoAA\npdLi8uVl1wESCARlgw4dOvAD8GTkJXb+d4qt5QiKgN5somJ64YtZFBZZ0pPrUhOnvGtWWw3SrBNU\no0YNDh8+XKR9ylpO0Lpz6+i1tBefdfmMuU/MRZIk1fVWqgTz5sHYsera1RK2iolPupiEV3UvfIJ9\nYOpU+OAD5UL8LspazH4j/0ZEvhnJtgHbGNlsJK4OrvT8qSct57Xk2wPfkmfKe+D+Dz1emZkweza8\n+KISDvfII4oDWqUK+PoqyTwuLsqjEPZlGSIiIDYWWrdWfKeSoPV8AntD68dT6/btEa0fU3uwv27d\nOtyAcrm5tPphNlU2Fb4imMAGyDJ6k4GA5EgeO76EPoe+V30IBzkL34Ql1Dn3ON7J1pkPmq0OJ7g/\n19Ov80n4J6w6s4oN/TfQooplE838/UGvt+gQggIwZBlwdHNUfjl/XrW8lNKAXqcn2CeYYJ9gnqj7\nBOM7jGfHlR1M3z+dpSeXsn3AdpwdnItm1GRS4j9HjIDmzeGJJ+DDD6FePXB0LLbW6tUVRygxETZv\nhiFDYP16aNmyRNF1AoFAYHeYzWZGjRrFjgULiAByevbh7MixRNetb2tpgvugNxlwz0ml95Ef8M24\nbrFxTDo3bgS8S6Z7C/KcLBjGfgeazQkS3J+Qb0N4NPBRJnScQEU3y5dL7ttXuQ789NPCbS9i/tUh\n40YG39b/lrGXx+LyWCclJKt1a1vLKjLWnA+yLBPybQjTH5tOz9o9i7Zz//6wZg0sXqxMegtw+PDt\nsthTpsBHH1lkGLtGfD8I7kTkBJUuPvzwQ36fOpXNwIVFq0hoUfS/WSInyPJIJiOSBOUzEwi59heN\nonbhYLZMmXGzLIHehSs1viXLo3mR9y+TfYIE98ff3Z9Hgx61igMky0rD1O/VXxkVPAR3f3eCewRz\ndP5RWlWuDDHqx+iWNo5cP0Jqbioda3Ys+s5PPAFLl0LNmqrrusnNStvNmsHIkRYbRiAQCGxCpUqV\nqAVcXLC8WA6QwDrIegde3PM5fumWW/m5iVlXjhtVPiqWA1RSNJsTVBzKSk6Qg86BxccXF5j7oLZe\nSYJOneC779S1qyVsGRPfYkwLDsw6gLlaDTh1qsBtymLM/v2QJIlcYy7lHMvdd5t7jtexY/DWW/DG\nGxAaWmDeVVF40Pno3l2ptHjokFIlTm37alDW5pPWj6fW7dsjWj+mtrQfvn071QGPC+csqkFQcrJV\nLoN9PyTZgM6UYZWx7kazTlBeXh7Jycm2lmGXrHh2BavOrOJC4sMrU6lBcDDExVllKMFdVG1VFe+a\n3uzTtVX61WTY5otEK3y0/SPGdxhfuI2NRhg3Dho3ht9/h717lVKITZpYTN+qVdC+vRIK17SpxYYR\nCAQCq3PlyhV+XbuWUcCl/oNtLUfwAHRmM782H8nBoG6WHwsTqd7dLT5OQWg2J2j79u1MnjyZHTt2\nWEmVdjDLZpynOLP+pfV0r2XZiZWbqxTIWroU2rQp3D4i5l9drh+5zsoXVjKm+X7FI500ydaSioS1\n5sOOyzt4dd2rnB59Gif9Q0qwrVoF/frd/n3CBKUhloU5eRJeegnMZqXtUP/+4FzE+g1aR3w/CO5E\n5ASVDkwmE37e5WmQkc4O4LezxQ/fFjlB1kEyGamUdpXn98+02BgyOrJd63Op9s/FtlEm+wSZzWZ0\nJQxLKa28v/V9mgY0pWWVlhYf6/fflepWhXWABOrj39ifrPgsMt4cD998A9HRtpZklxy5foR21ds9\n3AECpdT1nUsxkyeDu7vlxOXToMHttkPffQceHpD34IreAoFAYPcYjUaSM9LZDRz8ep6t5QgKgSRJ\nOJjNlh0DM/EVh1l0jAehWS8iPj6+yM1SS3tOkNFs5Kt9X7Hg6AJWP7caLxcvVew+iNq1ldyFbdvU\ntaslbB0TL+kkXH1cyfHwU+oq7979j9dtrc9e6N+wP1svbeW/e/9LRt79wwbDw8Ph4kU4ckTpATR9\nulK7OiJCFR0POx+SpPhbBw9C+fJKZW417ZeUsjaftH48tW7fHtH6MbWF/WnTplEbOAG43hBFfOwd\nB1MeXU7+wlMHv7XYGOb8xVq9Mc1iYzwMzTpBDg4OiOXufzLktyGsO7+OvUP2UsWzilXGrFdPyQcS\nd6tthyHbQHpMOuUrSPDnn9Cli60l2SX+7v7sGryLbZe34THVg6upV++/8fPPw7/+BdeuKcud7u5Q\n0fLVFkHxv26urH77Lbi6WmVYgUAgsBiNGjYkFcga/joRA2x351/wAGQzDsY8PLOS6HF0IaHRB9DL\nllsJMutcia00mpQKT1tsjIeh2ZygTZs2MX36dDZv3mwlVfZPs/81Y2LHifSp28dqY548qVQOvnSp\n8PuImH91uXH0BqtfXs1rn1VVrpo19pmw5nxIyk6ix5IeVPOqxopnV6CTHnIfyGCAefNgxgzF02/W\nDBo2VB6NGkGNGqp3NJVlJSVpwgRwc4O2bZXFqLIS/Su+HwR3InKCSg+PO7vgkZdLp993UCm4brHt\niJwgy6AzG3l2/9dUSo3CWn26jToPzodswax3K7aNMpkT5OTkRIUKFWwtw64Y32E8Q9cOZdjaYcRl\nWqdcW506kJUF589bZThBAcSdjKNig4pKieyGDW0tx25ZcWoFwV8H06pqK1Y+u/LhDhCAoyOMGgVn\nz8L69fDMM5CZCZ9/DoGBimeyfbuqOiVJqcmwcKHSPPXrr5XPmEAgEGiZhUcOUwd4o3dnUgZYpuG0\noPhIssz+Wo9xqWIYRp3eKmPqZAN1z3ShQux85Q6gldGsE9SlSxeWLl1apH1Ke07QU/We4tzr53DU\nOdL6h4KbkKmtV69XIoW2blXXrpawdUx83Mk4/EL9lGW5Bg3ued3W+uyFn078RH2/+gxr+uBQjAKP\nlySBj49yjH/4AU6cUAon9OsHzYvW4K0w5yM1VUnvAoiNLVpNBq3nE9gbWj+eWrdvj2j9mNrKvl9o\nKIMjIjACgQf2WVSDoOiY9I5EVgplc6NX+L7rVHbWexqjzsGiY+rkHPTmLAJiv8LRcMOiYxU4vtVH\nFFiUS8mXOJt4lhZVWlhlvN27FUcoJMQqwwkKIOFsAr71fCE5GcTq6H2Z22cuXQO70ufnPoTNCePT\nXZ8Sk/6QBN0DB5TVn0aNoH59Je7zwAFIS1OWaVasUEq4qcinnyrF6UDxuayUiiQQCAQWJS8vj4Gv\nvMKzQOsKvraWI7gPBgcnjA5OHA3sSJazp8XHM6Mjxas7Bkd/i491N5rNCRLcy+Sdk5nx1wwmd57M\nsKbDClcKuISkpyvFETZtgrCwwu0jYv7VZdWLq6jTpw5h22dCixYwfLitJRUJa88Hs2xm39V9LDm+\nhLlH5rJtwDY61ux4ewNZhuvXlVrVzz6rhL+Bkh/kYNm7YrKsrPpkZcFTT8GaNRYdzi4R3w+COxE5\nQaWH+fPnM2TIEC4BJw+cweB5bwXbwiBygiyHzmRAQsI7K5F2Z9dQM+GsVcY9V28zBqfKxdq3JDlB\nlv2LLrAqCVkJAKTkpBCdFk1g+UCLj+nhAT17wp49hXeCBOpSzq8cmXGZULWqUq9cUCBGs5GIpAhO\nxJ3gZNxJpMuXGXjWmaAff4WM35T+StHRcO6cskOjRjBihDKxGze2uAMEStTdf/4Db7wBv/6qOEUq\n110QCAQCq5GXl8fcuXP5cfZsYs+c4WegQs2gYjtAAsvikxlL51MrCUi5YpXiCDISaV6PFtsBKill\nKhyutOcEzew5k99f/J1raddoMa8F7ee3Z8nxJSRnJ5fI7oOQZbhyBa5dU9eulrB1TLxfqB9Ru6OU\nHJVDh+553db6bInRbGTm/pm0mNsCz6mevP5lV6QPPmDUoG/5ctJ+vs7qSLV0oHJlZenls8/4c84c\npe771q3w5ZcwaJDiBKnEw87HmDFKxF25csVzgLSeT2BvaP14at2+PaL1Y2ot+2lpaXh7eLD89dd5\n/fRpTsky1WcvYOumPRYdX1B8Utz8WdPiNWZ3+5xfWr7B4cDOxHpWw6yiS2RCj1lyItc5iCuB/+Nq\nja9Us11UNLsSlJmZicFgwNvb29ZS7IrW1VrTulprZvSYwcz9M3llzSsAVHSrSOy4WNXH+9//lJC4\nDh1UNy0oJGEvhbH9w+2kjO+H9/79SndNvXUqu9g7f179kzc3v8kH7T5g24BteMz5AX77H0SnQPXq\nkJ4LMTFK+ev0dIiPxzsuTulSWq+e4hzZYCnG3x9cXJTUI0/Lh2QLBAKB6iQmJuKRl8dRYLmrKxcn\nfMYjXbrbWpbgARj1t92CGz5BxHnXRG82IEsSPmkxeGfFU86QRcuLm3ExFK9sqR4TcX6vkuj7AiYH\n2+YxazYn6Mcff2T37t3Mnz/fSqq0waGYQ8w6MItNFzfhoHOgTbU2NPVvSseaHWlTrY3q4738MrRv\nr0QNFRYR868+m9/ZTHZCNk/ufx9p6U/wyCO2llRoLDkfTGYTP/79I//9878YzUYujc1vaGUwQESE\nEv6WkADx8cr/Nx8HDsDly8q25ctDUlKR31dJefNNRcbOnUql7rKC+H4Q3InICdI22X9sJWHwIJ6J\nieYQcKBlW64uXFEimyInyIrIMnqTASQJk/72H6Jn/vqWakkXim3WpHNFZ84lyacv16t+XCKJJckJ\n0qwTNG/ePPbt28cPP/xgJVX2T3xmPBW/qMjo5qN5t827VPeqjmThu9je3vDVVzBkSOH3ERc56pOT\nmsNPPX6iEtfp5boDacsfmlkNssZ8iM+Mp9IXlXgx7EUeD36cPnX74PmgqjezZ8Po0crPzs5KhThv\n74IfQUHKQ+VuprIMTz8N2dlKnlCTJqqat1vE94PgToQTpH0uXbpErVq1AHgPiH7nQ+o90pLgBo1w\ndCp6ASfhBFkOyWREh4yLIRu/9Bj8UqMonxmHd1YC3pnxuBgyVc0VynGuxcU6q0Aq/vVKqWqWKkmS\nCaBx48Y0a9aM/fv3F7id0WhEV8SLjpLEwZ4/f57OnTvTpEkTQkNDGTlyJACbN2/m5ZdfpmHDhoSF\nhdGhQweyVOhsWBytvuV8mdJ5CstOLmPgrwOZf3Q+mXmZJbb7IAIDlb6RZTEu/Cb28N5dvFx4efPL\nxOkC2Hg+CKZMufWaPeizNX5ufsSOi6V99fYsP72cGjNq8OmuTynoQik8PBxeew2MRjhyBFatgl69\nIDQU3NyUlaJDh2DlSpg2Dbp2VZyh9u1h4kSlh9ADKOz5kCT45Rfo3h2eeEJZ3PvmG8jJefB+Ws8n\nsDe0fjy1bt8e0foxtbb9oKAgTr/+Bj8DboD05WesfOlJXm1YkxmP1GbndzMxmUwW1SQoHLLeAQdT\nHsHXj1D/6p80itxNSMwhAlKu4KqyA2SWnHHMiyb0xCPUOd2FapdGUT5xBQ551usXZI85QZmAx9Gj\nR/njjz94//33C/zARkZGUqNGjXuel2X5H6sfZrO5yM5SQbzxxhu888479O7dG4BTp04BsGrVKvz9\n/VmyZAkAFy5cwNFGsSuSJPFRh48Y12YcGy5sYMGxBQxdO5TDww/TNKCp6uMdOqREER0/rjwEtsXZ\n05n+G19mbtN0jnz1G03btIFu3Wwty27wc/NjZLORjGw2kiPXj9DmhzaMbTUWd6f7dCLV65Xll8Is\nwSQlKaXJ//1v5REbq0qDH2dneOcdJTXp7bcVH6tdO1XrNAgEAoHFCZk1k5BZMwHIi7iEYe060mdM\n54+oSAbO+BzzjM/pejQCs4urjZUKcp3cOFazI6ertcEk6XDNy6Bm3ClCrh+mSvIl1cbRybm3fnYy\nxuOUEY9H1mECYv5Dtks9ogK/xeRg2bx/uwuHkyQpHXCXZZkVK1bw888/s3r1ajIzM3nyySdJSUnB\nYDBQq1YtWrZsyQsvvMBjjz1Gy5YtOXLkCOvXryc0NJQRI0awbds2vv32W7Kzs3n33XcxmUw0b96c\nOXPmcOzYMaZOncqqVav47bffePHFF0lLS8NkMlG/fn0iIiL+oatx48bMnz+fJnddEI0dO5aaNWvy\n1ltvWfEoPRhZlvn9/O98tf8rIlMiOTT8ED6uPqqP8/33Sr/I//2vaPuJcBfLEn8mngWt5/KS/meq\nHFqrLNfZMbaYDxsubOD1Da9z4NUD+JZToWnfjRsQEHD7dzc3pbpBxYpK51Mfn9uP8uVv/+zrC9Wq\ngZ/ffQswZGQopejr1oWjR5WCCaUZ8f0guBMRDle6iYqKunVDu3+NQKqMG0/Tjl0fGCYnwuFsxxsb\n37RK6WyA2EqvEV/xVZAevF5T2voEuQKEhIRw48YNtm/frjzp6sqvv/6Ku7s7iYmJ1KlTh8ceewyA\nixcvsnjxYpo3bw4oleNat27NF198QW5uLrVr12bHjh3UqlWLgQMHMmfOHEaPHs2xY8cA2LNnD2Fh\nYRw8eBCDwUCrVq3uEfXmm2/SuXNn2rZtS7du3Rg8eDBeXl4MGTKE7t27s3LlSrp06cLAgQMJDg62\nyoEqCIPJwPMrn+di0kXGtRnHS2Ev4aCzzGnevRvq17eIaUEJ8Avxo/f8p1kx1MirfZ7H7UC4Um9Z\ncItuQd14ut7TNJzTkMPDDxPgEfDwnR6Ev7+SxAPK/2lpSpnt2FhluTQ5WXkkJSnFGG7+HB8PV68q\nDVmrVVMq1jVqBM2bK41vAwNxd5eIjYUuXZTy2ePHQwGL4AKBQKA5qlevTtr/5nJ0+Ktsi7zMljFD\nWQgM79aTxrNEzrct0RvzkHU6PHJSCY36k7Br+6zmAMno8I1fgF/cPDJdG5LkN4B0z06qV2u1x5Wg\nNMBj4sSJXLt2jbVr1/Laa69hNpvZtGkTUVFRSJJEYmIiY8eOxWAwsGjRIt54441bNiZPnsz48eOR\nJInY2Fg2btzIoEGDuHLlCrIsc/DgQZ577jmWLFlCjx49+P3332nWrBkpKSmYzWbKlStHs2bNS7Mq\nVgAAIABJREFU7tGWkZHBxYsXOXv2LImJiYwcOZKrV69SpUoVIiIiiIiI4OTJkwwdOhRf35LdXb5y\n5Qo1a9Z86HYyMhlkEEcc0URznvO4486zPIueexPNCmv3YaSlefDNN2N4++0vcXHJLZLdSZMmFfku\nzsSJE4sr1eKodUxVZyv4HYvHpcJGrg58xW67btpyPsxiFv74U5GKeOb/y7iWQVjVMHQWSpksaL44\n5uXhlZaGd0oK/tevUyUmhirR0TgYjcRUrkxS+fLEu1Xkrxst2RnVgRq9r1CzXhQ6nblQ9i2tX03s\n7ftB68dT6/aLOh9AzAkt2w++HkvQ0iU8m5FBbzc3ghesoFbYP+N/xUqQZZGMBlyNWbS+sIFasSdw\nLWYpbDUxSS6keHTleo3JIP0z5aRUVYe76QTd1OXv78/JkydZv349mzZt4qeffkKn0xEYGMjOnTuR\nZZk+ffpw/I6kFE9PT9LS0gA4fvw4Y8aMYefOnYSHh2M2m5k9ezYrV65kypQpuLm5sWHDBpYtW8bA\ngQMxm83897//JTQ09IE6w8LCWLRoEampqXTq1OnW82PGjCEoKKjE4XHh4eH/sAsQnRbN3zf+5kz8\nGc4k5D/iz+Cod6RBxQY0C2hGiyoteDrk6fuu/hRktzjExCjhOWlpyrV1UeyWtnAXtY6p2phNZn56\nbDF5RzYw9INm8O67tpZUILacD39e/ZPjsce5lnbt1uP09dMkG5MJ9gkmxDeE+n71CfENoWGlhtTz\nrVfiiotFmi8xMUpxhkuXIDISrlwh9e8IHCMvclTXlOMN+nOjxyBq1XcmNFTpl2vp+Whp+/b2/aD1\n46l1+/YYDqf1Y6oF+2cWLGD+4MF8ARx/6wPOjxhz6zXhBKmE2YTebEInmzHrdJglPa6GTOpfO0jz\niM04mfJsrfAfmCRXQOZGwDsk+75w6/nS5gTdygk6e/YsHTp0IDY2llmzZhEREcHMmTPZsWMHXbt2\nvbWy07t3b07cUZHJw8OD9PR0AHJzc6lbty7bt28nKCiIwYMH07Rp01uO0YABAxg0aBCTJk2idevW\nxMXF3ZMPBEoVuK5du+Lg4MCNGzd45JFH+Pvvv7l48SL169fH29ubvLw8evbsyejRo3nmmWdUOybb\nLm1jzMYxxGXG0axyM0J8QwjxC7n1vyo5DUUgMREGDlQid2bPLvr+9naRU5rJSsjif03m0D1jNfWX\nfQz5IaT2hD3OhyxDFucTz3M6/jRn4s9wOuE0B6MP4u3izeDGg+nfsD8V3Upe+KDYREWRPex1XLes\nY/HLmxn9W3fS0yElBby8bCdLDexxPghshz06QQLr8Fy/fiSsWsW6qtXZvPV2pWDhBD0cndGAXjYp\n/X10ekDC2ZBFubxMPHJS8cqKxyM7EbfcNDyyk/DKSsItNw0J+/7cyEC6Z1eiat4+n6UtJ8gFuFWA\nYNGiRUiSRP/+/enTpw+NGjWiWbNmhISE3Nrh7juzd/7u7OzM/Pnz6dev363CCDfLW7ds2ZK4uDg6\ndOgAQMOGDYmLiytQ1B9//MHYsWNxdVUql3zxxRdUrFiRzZs3M2rUKECpRNe7d29VHSCA1WdW82z9\nZ/m448fodbbt/SLLynV0q1bw5Zc2lSIoBOV8y/Hcmhf56dFcKr70Br5/rQcb5qxphXKO5Wjs35jG\n/rfDMMyymV2Ru5h/dD6TZk3iseDHWPDkAlwdbVDNaPlyXLesA39/XmkTQWLmLnIbNsfLS1RWEggE\npYOE3XvIAlZ+PBUPW4vRArIZZ2MOwbEnqJQSiVdWPO45abjlpuJkzLFaPo8lkYB4v0Hq2bPHuyWW\nuotjiSVgSy0r32m319JeDGk8hL71+6pqtzicOKH0LLl06Z8pJiIcrpOtZdyX8PBwPC96sn/8ekY2\n+hPd5o22lvQP7G0+FOZ8puemM+i3QVTxqMLMHjOLFCKn2nw5dgy2b4e1ayG/jUBsRAZnog7afajL\ng9DifBD2LWffHleCtH5MtWI/62IE/6odzEng4xUbSQlrBIiVoPuhMxlpf+43GkfutrUUi2GWHJEl\nRyID55DlprR+KVXNUgvL9evXyc7OtrUMizPn4BxOxJ6gS2AXW0sBlCrA2dmwbp2tlQiKQtNhTdFX\n8uXq7suQmmprOZrHw9mDeX3mse3yNhp/35iv//qaxKxE64qQJFi0CM6eRX7xRTY9+gVN2riSlGRd\nGQKBQGAJygXX4lCTpnQEfA//ZWs5do8OMzXjT9tahkXRyQYksxGXrDOq2HvoSpAkSc7ALsAJJXxu\npSzLkyRJKg/8AtQArgDPybKcmr/PB8AQwAiMlWX5j/znmwILUELeNsiy/OZ9xnzoXZzOnTszYcIE\nunSxD+dAbcyymam7p/Lj0R/Z8soWgsoH2VrSLaZNg4MHYcWK4u1vb3d6ywq/DvqV6jsW0HTFh0r5\nZTtBy/PBLJvZeWUnP/z9Az+d+Ik3W77J9B7TrTP4/PkwZAh89x0MHcqSZQ68+ipcvAhVqlhHgiXQ\n8nwQqI89rgQJrEczTy9eSU+j2tmYW8+JlaB/ojfl4WLIpsexxVRNumhrORZHRsfpBvuQdUrrD4vm\nBMmynCtJUmdZlrMkSdIDeyVJ2gj0BbbKsjxNkqT3gA+A9yVJqg88B4QAVYGtkiTVzv9GmgMMlWX5\noCRJGyRJekyW5c3FES7LcomrNNkbSdlJ/BHxB5submJzxGaqe1Vnz+A9Je9hoiLZ2fDZZ7B+va2V\nCIpKOb9yZDmVV3rUCFRBJ+kILB9IoHcgEhINKzW03uADBsD+/TBqFISGMnt2OxYv1rYDJBAIBAaD\ngXXr1vHNzJmcyUjHB3CJiyWnYiVbS7MrpPzqbq3Pr6dR1G708r0tE0ojEmZcs06T5X5vK5uiUqhw\nOFmWbxYJd0ZxnGTgSWBh/vMLgafyf34CWCbLslGW5SvABaCFJEn+KKWvD+Zvt+iOfYpMcZyg8Py4\neTVRy+b8v+dTe1Ztlp5YSosqLfiy/pf8Newv1R2gkuq9GYHYtq26drWMvb/3m/ocXR0x4QAGg20F\n2TlFPZ91v6nLn9f+5OIbFxncZLDq9u/L0aOwYAH4+cFPPzFEv5CIDecI37FDHfv3wd7nu9pY+v0K\n+9pD68fU3u1/++239O3blw67dnFBlun6aI8y7wA5GHNxNOYimU2456QSFHeatufWMWjXFJpG7iz1\nDpDJrENGh8HBlxuVxpLl1kQVu4WqDidJkg44DNQCvs1fyakky3IsgCzLNyRJulkvtgqw747do/Of\nMwLX7nj+Wv7zAuDzvZ9Tya0SLzd8ma6BXTlx4MTDd7IBp05BYKCtVQiKjU5SSvwJVOO9tu/xy6lf\niEiKsG7Y6iOPKI26jh2Dffvof30TSUsm4rYomaRmbfF5vJVSxrFFC/D2tp4ugUAgKAGjR4/m+Ftv\nsQiQBo+kwb8mlIrKZsXFPTuZtud/xzctmvKZ8Urp6zKGpFNWgK7W+IIst0dUs1soJ0iWZTPQRJIk\nT2CNJEmhcE8xcVWvrAYNGnSr47C3tzeNGze+VW0kPDyc1NRUbsb83rzrcOfr1vq9U6dOqtibHjKd\nSx6XWHRsEUPWDKGBVwPmhswlrFKYXendtAnq148kPPzyPa/f5O79Z8yYwdGjR0vUofph86G470eN\n328+Zy967qfv5uflxIkTJHp42EyPvc+Hm88VdvvOdMbR35FR60cRVimMYRWG4ebgZp354uxMeFYW\nNGpEp7FjqWiA5zucwLw/gp+a78Nt0iTMf/1FdtWquPXoATNmEL5/v1WPT1mbD8J+yeypMR9AzAkt\n29+7dy8Dtmyh39PP8Pb87wie/x0Dt/6Fvmo1yhqSLJPjWI4tYS/inp2Cb1oM1ZLOUznlMr5pMejs\nvK+PWuhQVrpqXhpJermmXK8+GaNjyXv1FblEtiRJE4AsYBjQSZbl2PxQtx2yLIdIkvQ+IMuy/Hn+\n9puAiUDkzW3yn38B6CjL8qgCxnhoUuOLL77ImDFjaNOmTZH02zO5xlwuJl3k6I2jvLX5Lap5VePw\n8MO2lnULWYZu3aB5c5g6tfh2ROKzbVj/2nq8Ni2j3dfPQ+/etpZzi9IyH3KMOdT7ph6jm4/m3bbv\nWn7AhATYtUvJC4qPx5iQzKXDyeTFpRBcIRmXrGQlfrViRWU1qF07ePNNcLDH9nC3KS3zQaAOojBC\n2SQjI4ODBw/y29y5zPz5Z1YDcn5xhLJeGEFvNiGZjTia8uj31zf4ZMbaWpJVMaNDh5lTDQ4i61ws\nWyJbkiRfSZK88n92BboBZ4C1wKD8zQYCv+X/vBZ4QZIkJ0mSAoFg4IAsyzeAVEmSWkhKMs+AO/Yp\nMj///HORHaCbdxvURC2bX//1NZW/qkzf5X1ZdmoZHct35Mvu6ncjLYneKVMgMRHef19du1rH3t/7\nTX3BPYI5b64Nv/5qW0F2TnHP5y8nf8FJ78TQpkMtYv8fyLKSC9S3L3h6Qvv2LJEGsCjwE+L/OwaX\nA7vh2jXIy4OYGOWcjxunigNk7/NdbSz9foV97aH1Y2rv9pOSkqjq68sHXbpg+PlnNgK9PDxV0aZV\nJJNRyQsy5CCZjZh1DmQ7e2DSPfQyvtRgwhGTzg0JHale3ZAlfYltFuYvYgCwMD8vSAf8IsvyBkmS\n9gPLJUkagrLK8xyALMunJUlaDpwGDMBrd9ySGc0/S2RvKvE7KCXMPzqfBhUbsOb5Nfi4+ihLyTU7\n2VrWLX78ERYuhL17wcvL1moExSG4ZzB/6DyJWH6IWhMioUYNW0sqVay/sJ7ONTujk6zwR8lsVhyg\n+HgYPx6A6OuQFA1SE0mcW4FAoFn+/vtvfHNz2Q6cmjaL6O6P87uLq61l2QzvjDgaRe3GLSeVcnnp\nlMtNxy03HUdTbpnJlTLLOrI8WhJXaQQ5rnWRderMhyKHw1mDsriUnZSdxNhNY0nJSWHdi/bViVSW\nlWIIK1YooXAlRYS72I5ji45xatJKXnpRVpb27IDSMh8ORB/g092fsidqDz898xM9gntYbrCnn1aa\n3q5Zc+uuxKVLStTbmTPKIpFWKS3zQaAOIhyu7GEymejp4EAjoO3xy5idnP/xelkKh9PJMpLZgEd2\nCt2PLyEgNcrWkmyCDBgdfImovRyj4z//wFk0HE5gHWRZRi/pqeRmf2Ughw+HgABo2tTWSgQlxauG\nF3mSM2Rk2FpKqaNFlRb89sJvrHpuFcPWDrPsYJGRUKmSEgqXT1AQ9OxZ/CbGAoFAYA/o9Xqe+vpr\nzgC+B/Y9dPvSjFmSMOmdSHXzJdGOekZaGwnQGdMpl6lunnyZcoLsNScoISuBqtOrIkkS/+32X9Xs\nFkRR7V69qtxs3roV9A8IvyyLceE3sff3fqc+s8GMTpIffDLLOCU5n3mmPH4//zvlXctbxL4ySB6M\nHQvLlythcXdQowYcOFBC+w/B3ue72th7/kRpt2+PaP2Y2rv9qKgoxr/3Ho8DHpcuqqJJqyi5QHn4\nZMRRK/akreXYFEmScTCq2+zdvssEPYCoqCgCAgJwdHS0tZQSo5N0+Lv7E1Yx7IEXT9bGYIBp06Br\nV3Bzs7UagRrkpuXi7GgWJ9QC3Mi4Qe+lvansUZkdAy3YsLRXL+WuxMaN9zizmzfDs89abmiBQCCw\nNEP6v0zv7Gz61wlh2wALr6rbM7IZWe9A74PfUT3hbJnJ/ykIE86ke3UnqcJzqtrVbE5QcHAwGzdu\npHbt2lZSZTmupV2jw/wOjG4+mnfavGNrOQCYTNC5M7i4wNKl4Ournm0R8287Dn1/iGvf/MZT/d0K\nLvNnA0rLfJj/93y+P/w9+4buQymAaQHWr79d5e3EvQ2Va9SAtWuhUSPLDG8NSst8EKiDyAkqWxw+\nfJgurVuz1GAg90w0FPBdWpZyggCc87IYue1DW8uwORdqryTXte49z5fJnCBZli13oWFlTsSeINeU\nS2P/xmTmZdpaDqBE3Jw8CbNmqesACWxDTkoO2ydsZ/tH2wmtmSlWgizA0yFPE5EcQZQlEldNJnj+\neRgyBD77DI4cKXCzp56CP/5Qf3iBQCCwBtOmTeNpg4FmLdsW6ACVJfTGPPyTr9B/7+e2lmJTjJIL\nSeWfIdeljuq2y5QTZK85QT2CezCmxRg+Dv+Yil9UJGxOGF3ndOU/e/7D7sjd5BhzSi40n8LqdXWF\njz6CESPUtVsasef3npeRx8JhC5lVexbpMekMPzyc2hVToVw5W0uzW4p7PnWSDjdHN+Kz4tW3bzbD\nn38q561CBSggDFiWwdnZ/uP9tYbWj6fW7dsjWj+m9my/X7duHAJa/7WXRU91Izrigmq6tIascyDe\nswqrWrzOr02Hsa9Wd85Ubs5Vn2CSy/li1Gk/HaQw6DDjlBuJe8Y+JLNBVduazQkqTStBkiTxfrv3\neb/d++QYczgVd4o5W+aw7OQyPtj2AQBp76fh4exhVV15eUq/RYE2ObH0BKv7r8a3vS9D9g6hQp0K\nygsGQ5m/w6Y2qTmpdF/SnR7BPXgk4BH1B3B0VCrCrVypJP28+SY8/jiEhiLrHVi8GD7/HHQ6pZqj\nQCAQaJFnhw2jV5VqnH+8B7POnuKNXh0Jf6IvidNm2Vqa1THrlPacqW5+pLr5EVUxFAezCUk2KSWj\ndQ44mA24ZyXjYsikcmok7c7ZV4sVNdDJebhlHcE18m2QzcT5jybRb6AqtjWbE1SzZk127NhBYGCg\nlVRZFrNsZvq+6Wy4uIH91/bj6exJbZ/a1KlQhwGNBtChRger6omNhbp14dQpqFJFXdsi5t86HJl3\nhHWvrsPJw4nqbasT+GggQY8GUWnzYqSrUUqsox2g5fmQlpvGe1veY9mpZfSq3YsfnvgBZwfnh+9Y\nEs6fh08/hQMH4No1Eqs34afTjTnUbBQvTQ4hLAwqV9aun6vl+SBQH5ETVDb5/PPPmfLhhww1m5kO\nrDkbc+u1spYTdA+yjM5sRGc2I+v0mPTKeoZf6jVe+vMLG4uzLGb05DkHcrHumlvPlSQnSLNOUPv2\n7fn555+pWrWqlVRZFpPZhMNkBxx1jnzz+De8FPYS7k7uNtMzYgQ4OVnmOllc5FiX7KRsroRf4dLW\nS1zaeglycnjNeyn643/bWhqg7fnwR8QfPLbkMT5o9wGvt3idyh6VrTf49etKY6BjxwBY2HsFi7L6\nceKEEj339NPw4YdKo2MtoeX5IFAf4QSVTUJ8fHg2OZl+vZ4iYuoMZCenW6+VNSdIMpuQdXpcc9Op\nnnCB8pk3KJeXjltuGuVyMyiXm4Zbbip62fxwYxpGRs/1yu+R7PMUss711vNlsjDC7t27i+wA2WtO\nEIBepyfxX4l81/s71pxdg/80f5755RlWnV6FyWxSZQwovN7w8KKF1ZTFuPCb2Pt7/+v4X4Q8E0Kv\n2b0Yc34M7tV9uBDpBBfKbqz1gyjK+ewW1I2tr2wlKjWKBrMb0GpeK7748wuMZqMq9gvEZFJC41as\nuOUAAQxc149t22D58nCOHIHERCWvT23sfb6rjT3nT5QF+/aI1o+pFuz/e8RI9gIt1//KvBYh6PJy\nS2xTq8g6PY5GA3kOLlyqWJ8rvvVId/ZCks14ZifgmZNc6h0gAFnS45W0lgpxC9EZU1WxqVknqDTi\n4+rDkCZD2Nh/I0tbLuWJuk/w5b4vCfk2hIy8DKtqqVZNiboRlD5Cng3lbNVuMHeuraVoHkmS6BrU\nlSXPLOHGuBvUqVCH2QdnYzCpm7x5i0mTlPLYbdvC6tXw6quwcCFcunRrE1mGr7+Gfftg1CjLyBAI\nBAJL8uzUz1i/908edXPjWk42nXt3sbUkm2JwcMSkd8Tg6MINnyAOBT/GpsaD+aHzJOZ2/jfb6vcj\nuZyfrWVaFJ2ch1vOSfzjvqVy9Keq2NRsOFxZ4ErKFd7d8i7rz6/n0thL+Lv7W23stWvh3Xfh3Dn1\nbYtwF9vy66Bf8a+ip9W8YRAVpZQUsyGlZT4cijlEz596cmDYAQLLWygG7eOPYfJkpQ52t24FbnL1\nKjRurHx2tVjevrTMB4E6iHC4ssuhQ4d4tFUr9ppMXNlzjFxf5SK/rIXDFQpZBknitc3v4qhyBTV7\n5GzIVoyOlYAyGg5X2sk15tJ/dX9qla9F/LvxVnWAQKnCKyidnFl9htDXO0FwMOzYYWs5pQYvZy9y\njbl4OntaZgCzGTZuhAEDoMP9C6WcOqUUNdGiAyQQCAQ3GfzCC/zLZKJKSOgtB0jwT3QmI3qTgcD4\ns/TbP7PUO0AmyYUU7163HKCSUqacIHvNCZJlmei0aMKvhDPrr1kMWDOAGl/UIMA9gE+7fIqbk3qN\nLR+mNykJ/v1vpenia6+pZ7c0Y+/v/W59eic9aVfTICFB/dJ/pYDink+j2YiT3gkH3YM7DxR7vuTm\nQnw8bN+urAbt36/Usb+LN94IJzkZsrKKN8zDsPf5rjZayJ8ozfbtEa0fU3u3bzQamTBhAjEREYwF\ntq/Zooqu0obeZKBS2jVGbv2QJw5/T5Xky7aWZHHMeneuVZuqmj3N9gm6evUq/v7+OBbQNNBeiUqN\nYlfkLqJSo7iaepWracojIikCdyd3aleoTYhvCB1qdKCTYyeG9B5iVX3/+Q9Mm6Y4QHv2KHeTBaWP\nJ+Y9wbKnljE4T8bHQbNfAXbH4euH8XPzw2CpO3GurnDlChw+DL/8oiT8XLwIYWFQu/atx8wXElhz\nKJhHGgfwVF89HTpAgwZQtap2y2YLBIKywZ49e+jbuzehqansBM5OKd0lnx+IbEZnMqGTTUiASe+A\nJMu45abjnZ1E3ei/qHP9KA6lfPUHwIwOJEeuB7yj6h8yzeYE1a5dmw0bNlC7dm0rqSoZnRZ0Ymfk\nTgAaVWrEk3WfpGlAU6p5VaNW+Vp4uXjZVF92ttKMfvFiePlly44lYv5tz85/7yRl2SaeHOAF779v\nUy2lZT4YzUbe3vw2u6N2M6fXHFpVbWX5QVNS4ORJpYrJ+fOKUxQVhXz1KnJCImluAVyjGhdyqxFl\nroapcjWcg6vhE1aFVn2rENiqEuj1ltdZBErLfBCog8gJKlu8P2Ikn//ve74EaqzahBTa8J5tNJ0T\ndLPHj2xGlnSYdXp0ZhOOpjycjTm4GLJxycvEMzsJj+wE3HLTKZebRrm8dDyzk3E2ZFHW7mXJ6DDr\nXIiovZI852r3vF4m+wQFBQWxZcsWatWqZSVVJeNKyhX2RO3heOxxDl8/zJHrR3B3cqdpQFMeCXjk\n1v8BHgE207h+PbzyCvz9N9SoYblxxEWO7dk9dTfZS9bQ/e1QGDrUplpK03wwy2YWHVvEhB0TaFW1\nFVO7TiXYJ9g2YvLyIDpaqZQQFUXy8atE7r1K2smruKXFUEN3FV9zvLKthwdMn27zuQClaz4ISo5w\ngsoWstnMnmrVmRMTzUagu08FWn+3iOoNm9zaRtNO0B3oTQY8sxLxyE7GOyser+xEPHJS8MxKxDsr\nAWdjjq0l2g0myRWjgw+Jvv1J8Xkas/52H80y6QQFBwezadMmgoMLf4ERHh5Op06dSqhOHZuyLHM5\n5TJHrh/hcMxhjtxQ/nfUO/KvNv+iSW4T1bUWRu9bbymFp375RQmhUcvunZS2ixxLzCs1KUjf0t5L\nCTu7grCF45RyyzbE3uaDGuczy5DFjP0z+GrfV0x/bDqvNHpFVfu3MJuVMnDnz0NGBmRkcPHYMXxd\nKhF5MoP0G5nkJGRgSMnAKTcDX5cMfB1T8THH45KVhOTiovQdyslRii3s3PnQIS0930vjfBD2i489\nOkFaP6ZasG9KTuHKs8+xeNsWJgFvOTvT4a/TmF1cS40TdDc6sxm9bALZjEnngN5swC0nFa/MePzS\nY/DOTqRq4kW8shNtLdVmmCQXkHQklX+GhEojMDl4l8gJ0mxCgCRJmM3abQ4lSRJB5YMIKh9Ev/r9\nAMUx+nLfl7z9x9v88MgPdJA7oJOsW7viq6+UtiNdusCWLdCokVWHF1iBhLMJRB+Ipl/uHqg3z9Zy\nSiXlHMvxXtv3SM1J5fcLv//DCVKNiRNhyhSoWRPq1wdPT3B3xzkpiUVbfPGt6UfF4EB8H3UnINgN\nv0B3dJ7uynZ+fkoJSA3lVAoEgrKDvrw3tbb+wY3hw2HuXPrk5sK5MyQ3ampraRbDrNMpuS+3fteT\n4u5CinslIiuGojcbMekdef7Pr/BPjbKhUtuhl3NABr/EJWR6tifDo02J7Gl2Jahu3bqsXbuWuqUs\nez8jL4P/7PkPy04uIzU3lY41OtKpZieeD30ePzfrlYicPBliY+Gbb9S3bW93essa60asw9NLR8cf\nByoV4mxMaZsPf179k+WnlrP6zGp8y/myrN8y6lSoo/5A48YpH9Bly5RqJvlkZEClSnDjhhLlpjVK\n23wQlAx7XAkSWI/lX37J8HHjGAq0OhGJ3tGx1K4EFRZHQw4VU6OomHYV34xYymfG4ZNxHWdjrq2l\nWQUZHdmuoVyuNR9Z51w2V4KqV6+O3s4SetXA3cmdKV2mMKXLFKJSo5h3ZB5jNo7hYMxBFj610Go6\n+vVTomOefPK+PRkFGsWQacCtiotSbSy/wZpAHXZF7qLjgo5M6jSJDf030KBiEWJKi8oXX0CvXvDM\nM9CqFfgrvcR++w06d9amAyQQCAR38tw779AsNZXQyZN5JawGl87G2FqSzTE4uhDtW4foCrVxNJtA\nNmHSOaCTTTS5vJM2F9bbWqJFkTDjnH2OwIhBXKr9c4lsabZP0JYtW4qUDwT22ycIlOaomy5uYub+\nmYxeP5pmM5vR+LvGLDy2kOFNhzO+/XhVxims3pAQ5drq1Cl17ZZG7P29362v3lP1OLMnUblK3rXL\nNqLsmJKcz0puSgO3/mH97+sAqTpfOndWcrqWLbv11DffhPPCC+oNcTf2Pt/Vxt57qpR2+/aI1o+p\nVuyHh4fT95lnaDFtGo8DFrylpE0kCYPeARM69GYjRr0TKW4Vba3KKkiY0JmzS2xHsyup7zS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fjmXsIrLxWvvFQ88zPQCpOtVbUKJk01FFFEnksE52p9SJG+JmBlI0hRFD2wGXBGus8tFkJMVBTF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\n+renySvKY+PgjTQu50yAySRXc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N8+zGlpFAQG4hYRAWFhnDaZMFSvTsTQoVCrFptOnUI4\nO193/Pffh/HTT2F06QJubr8wdGgEI0a0wNn5yt+n/Y73yjgeVPm2HQ+gjgl7kj9q1Ch+nDGD/iYT\n24F2wPYZP+EoaACTomV7/QdocPEA9S4ewNlUaGu1HB4TLigKXPa+nwzfvqBUvLt+SbLD+QNFQohM\nRVFcgTXAh0KIVcXfbwT+J4T4u/h9Y2AucpzXANYBDYQQQlGUHcAYYDewEvhcCLH6mr5ygfVAz2v1\nutYdbujQofTs2ZO2bdvSqVMnduzYQUhICLt27WLcuHGsXbuWFi1asHTpUmoX10Xx9/fnxIkTHDhw\ngJiYGJYWRxAnJCSwZs0a2rZti4uLC+Hh4Xz11Vd06dLlptdCCMFff/3Fhg0bmDVrFh9++CG+1X0Z\nvng4zvWdGd52OHfXvhuXPBeeefwZDh44WLpf4xpiYkpezOz4cen6FhIi46kbN751nFlp5JaG0sit\nbO4u1rqmlmKSbiJv1JqHU/xxW6tyU+xtPJTm90zNS+Xdze+y6MgifFx86NuoL/2b9KdJ4K1jVG4q\n389Pxvxs2yb/gDUl+88gNxcWLZKrP0uWQJcu1h+P1pbvyONBlW957NEdztGvaUXLr+HqysCCAoZE\nd+f4598gnJ3LJd+WKbJ1xQVUmyVsocm5nfjkXEKjJkgoNQItycFjSPd/AqFxK5csa6fIjgR+RBrD\nGmCBEOI9RVH6AF8A/sBlIFYI8UDxMW8Aw4Airk+R3YrrU2S/+K++soBAIL9bt25XjZGYmBj0ej0d\nOnRg2bJlhIeH8/fff5OcnMwLL7yAq6sr58+fZ926dQwePJiZM2fy+OOP4+3tDcBHH33E6NGjuXjx\nIhs3bmTQoEHodDp+/PFHoqOjqV27Nu+//z5NmjTB3d2de+65544X7siRIxw4cIAnnniCH378gciH\nI7nkd4nznCdNpFFgKiBQF4gXXngW//PCCx98CCAAFyxbMMxk+n/2zjs8irLrw/fsbnrvhRAIJPSO\ndKVbQASkWEAFkaJIFUFFEX1FPxQsoK+Cr4CKCiogCNJLKNJDrwmBAGmk92yd+f4YQEBakt1sydzX\nNVc2m53z/GbmSTJnnlNU7N7dgYMHH0AQJKpVSyE4OIPg4CuEhGTg55eLINjGL+r7779f5j9g06dP\nt6Qkh0ZYCP2uLGPzK93Jv/o7YUvY83xIJJGfhJ+oIdWgAx2oTW1U9xdlfBNuJSUMW7SI9NBQlvfv\nf1/7nDzZkJUr++LmVkr//supUcMylSorG3ueDwrmp6zzAZQ5YWu4bYtl3Y7tHATC1WrCa0RRvVdf\nWj32BNWiohHu9NT2Dli1T9A1m0YjakyIKjWeJbm46wrw1ObjU5qNp74Ad10hbvoiXA0l1zeNSf+v\nSmJVFVFwptilPkW+3SjxaI7WrS6Syu3eO94GizpBlYkgCIWSJHkJgiA1atTo+srP7VaCFixYwMGD\nBzl9+jT+/v7ExcUxefJktm7dypgxY4iMjGTKlCls3LiRHj16kJmZya5du1iwYAGrVq3izJkzNG/e\nnA0bNtCxY0e8vLwoKChgwIABtGnThilTptykLT4+HpVKRXR0NADTpk0jPz+fuXPn0qVLl38VRujx\nZA8Wr1nM5YLLXM6/LH8tuMy5nHOcyjxFoHsgfev25aNuH+Hh7GG2cyhJ8srQoUNy75BrW3a2/IC5\ncWN5a9UK2rWzTrEwW3vS6+js+XwPpz9bTx/3TQR8/g707GltSTdh7/MhMSeRFadX8Nup38guyWZs\n67EMaz4MH1efshmaPBlmz4ZBg+TGX9eaf9WpI9fCv4WcHHnl94cfoKgInn9e3u5SSdsusPf5oGBe\nbHElSKHsaPftxzB+PPH79rIX2IPcX0UEGgQGE/nUc3R8fhhefnduCH0NW3CC7oZaFFFJJgRJRAIk\nQcAkyCkSTiY9TkYdroZivEpz8Su+gk9pDl7aPKrlnMPFqKs0nbaAJDgjCs6oRC16p2CKPFpT7N2B\nYs/WmDT3ngtQCYURKpHrf7XWrVvHjBkzWLNmzU1PCa69Vt3l7n369Ols2rSJJk2asHz5ckJDQ/Hy\n8sLNzQ2DwUDDhg2ZOnUq7dq1u8muIAgsWbKEbdu2MW/evJtsFhUVMWTIEBo1akSzZs04ffo07733\nHrGxsbd9iqExamgZ3pK+9foyts1YPnn4E5b0X8KBEQfInJzJI7UeYcHhBZzLOXfbY7gWY1tWBAHq\n1ZPvo/7v/+S86YsXISVFLpXr4xNLQoJcUrt+fbmYgjkor15HwNaPvbRhKTEvd2NBWk/+Hvw10sTX\nHL9mcgUo6/Ws7V+byR0mc2DEAX7p/wv7U/cTNSeK+Qfnl83+rFlw9Khc61qnk+PcXngBAgPlanDd\nu8Orr8LcubBxI/7k8PrrcOwY/PGH7Ag99BA0aBDLN9/IJiyBrc93c2Pp41Xs2x/2fk6tYd+1TWu8\n9u6hpSTxqiSx6OIlTr8+hVhgYFYGBV9/xoR2jVjbvS2iyWRRfZbGpFJhUDuh17hg0LhgVDsjqdRI\nKjV6JzeK3XzJ9q5GUkgjDtfqxs56/fir+YvMe/hjEu8SSu2ICJIetViEgBEXQyoBeSuplvwedU93\nJ/p0T/yzliKIlsu/Kl89OgshSZL3tdcREREkJiYC3NQUdeHChQDMmzePH3/88XqBhJYtW17vH+Tj\n48P69etRq9Xs3buXAwcO4OTkhJOTE2vXrr3t2NfKYzs7O/+rMhxAixYt+Pvvv2+77619i2rUqHFT\neWyjaGRv8l72p+wnLi2OjYkbaVOtDcdfOU6UX9Q9zop58PGBDh3ktIPOneUVo6efhlWrlEpyjo7K\nWcVDb3ek6ZBm/PKoD0d/uMITPz1C9aWz4D5CPxXun7YRbWkb0ZatF7YyeMVgRj0wqmwGmjSRtxsx\nmeDSJXmJ9+xZOHNG9nri4iAsDGHkSJr16kWzDyP5+GM3Pv0Ufv5Zrqw9Y4ZcRVtBQUHBlnCKrI7T\nrI+JmfUxMcCw9HQ2PdmPnnv3MKRhdTLPpFpbYuUgiagkI4IoUv/SHqrlKCW41WIxAK6Gy4SkzsYv\ndwWJMb9ZZCybCoe7xv0sZT/xxBOMGDGC3r17/+tn586d46mnnkIURVxcXPj6669p2bKlpeTelbn7\n5vLBjg+o7l2d9tXb0zKsJZ1rdq405+dObNokO0EnTshNVisTJdzFekiSxJk/zvDX8D/oJG6l1exn\nYPhwq2pyxPnwxqY30Bq1zOkxx3KDmExw+DDMnAlHjkBSkvweUHj4HF9vqM3bb8OXX8Irr1hOhrlx\nxPmgUH6UcLiqwwN16hCXkIAW+OsuTpCth8PdFklEYzIgAEa1E05GHZ66QiKy46mZeYrIrLOoJfte\nAbMEEipMah/ONNxxx89UJBzOplaCykKtWrVwvkOFkejoaA4dOlTJim5GkiRG/zWarUlb2T1sNzEB\nthOoP2WKHGmzZEnlO0AK1kUQBOr3q0/uhVwOzdLRassWqztBjkigeyB/JfxFamEq4V5m/CUrLIS0\nNLh8GRISID5ejntTq+UEP7UaqX179iVXY+VK+e3bpBMpKCgo2AQmk4nFixczY+pU8tPSWA3s+/53\na8syGxqjnsCidCIzTxNScAm/4ky8SnPQiEZrS7MLBERSIt6zmH1bywm6b+bMmcNjjz1Wpn0sEQd7\nJ5tao5Z5cfP47JHPyuUAWSpmd+PGWL78Un6A/Oij5rNbFePCr2Hrx36rvoKUArZN3UK/0p/h44+t\nI8qGMcf1HN92PP5u/oxcPbL89rduhfHj5USf6Gjw9ITQULmwxX/+cz0cjuHD5fC4ggLWr9JR7ex0\nxrzuyuuvyz7TCy9U+HDKp99BcMT8DHuyb4vY+zm1FfuzZ88myN2deS++yCdpaaQCEW9/QFbbDhbV\nVxkIJtnJ6XV4IU/v+Yx259ZRK+MkfsUZigN0D0RUiIILRR6tuVhjDoXeXSw2lt2uBNk6bk5uVPeu\nzqnMU/SM6VnmEpCWQqUCoxFcXKytRMFauHi74OrjQqHOi6DTpyEy0tqSHAJJkth+cTu/nfyNjYkb\nydflM7PbzPIa+ydfKzwcBgyA/v2hfXvQ3PnP9scfyx+dM+fOvcIUFBQUrM3p06eZPHkye4CW7h7s\n+PkPVtd3nARlSS3/nQ7Nc4zWBZWFKLiQ6/8kOQHPonOtZfHx7DYnyB546ven2JC4AVESqeVXi2j/\naJoEN6F5WHMejHwQf7f7K/9nbl58EVauhMcfl2+YHnkE3CvWq6pMKDH/1ufCtgusGLiUEeJ8vJOO\ngbf3vXeyEI4wH0RJ5KFFD5FTmsOQpkPoVacXDYIaoKpoB+ykJNi8GfbskRuppqTIte1/+gmCgv71\n8dmzITZWbpxawX6EVsMR5oOC+VByghyTwsJCent7sx+o6+REw45d6fqfWfgEBN5zX7vICRJFUKmo\nf3kvPqU5uOuLcNMX4aYvxENXgFdpnpIDdAsSAka1H1nBwyn2aIHWrcF9Pc1zmD5B13C0P2B52jwu\n5F4gPjueo1eOcjj9MAdTDzKt4zRGtxqNRlX5C3JpaXIEzbJlcOCAHHHTqxf06ydH3FgS5SbHNlg7\ndi1uq5fRZW5fuE2BkcrCEeZDsb6Y0E9DcVY70zWqK51rdKZzzc7UD6pfcUfoRnJyoFo1aNkS3n4b\nmjaVQ+Ku/qMoKpLD31JSYMEC+6z86AjzQcF8KE6Q46I/c5bCvn05fPYMS4CVQJdq1Yl5YzqNH+yM\n6x2eztqFE3QjkoRaElGJIgJy76BrxRHcdQUE5afQKGUP1bPPIaDMW1FwuVoQwZPMkNHk+fVGUt35\nqZ4j9QmyKJWZE3Qjvq6+NA9rztONnuajbh+xbvA6tg/dzorTK6g9tzbF+uJK0Xqj3bAwGD1aTju4\nfBmGDJEdokGDKma3KmLrx34nff61/dF6B8F5pSTnjZTneno4e1D4ViGHRx3miTpPEJcWR++lvQn4\nJIBHFj9CRnFGhexfx98f1q+Xn1rMng0tWsi5Qk2awDPP4KnPYezYWIYMgS5d5I+YG1uf7+bGVvIn\nqqp9W8Tez6mt2HeuV5eAM6fpLkn8r7iYnQ8/TIuUy+wcN5wRLaJ5o0F1jrw5waJaKwVBwKRSY9D8\n0ztIElTondzI8wwhIbw5q1sMZ2HndzlYszPFLtaLzLAFVJIOtVSKszGT0LRZ1D/ZjhrnXiQwYwHu\nRQdBEs03ltksVTKZmZlk2WnDx6ySLGbsmMGxK8cI9QzFRWPdBB1fX7lc9rBhcl9GhaqBd3Vv8l2C\n4c8/rS3FYYj0ieSFpi+wsM9C1g9eT8uwlmw6v4mkvCTzDdKpk9wJecsWSE+HjRuhRg349VfYvRtB\n+OcBx4wZ5htWQUFBwVKo3N1psHEjUyWJGZ99QVcXF86JJjxX/oZXYoK15VkWQcCocaHIzY+/6/dl\nZ72+1lZkM6jFElSSHq+Sg4Skz6XW+RfxLNptNvt2Gw43depUPD09mTp1aiWpMh//i/sfI9eMZECD\nAQxrNowuUV1w1bhaWxbjx0NEBEyebNlxlHAX2yD1YCqrR/zJqKwPYfVqq3XVdNT5UO+rejzT6Bkm\ntJ2Ar6uvZQY5f14OjXvpJXk5t3Hj6z9as0buEbRhg2WGthSOOh8UyocSDle1kCQJlUpFTWAP4NKo\nKbFLVyPdUBDG7sLh7pOYtCNEZMdTN+0QLkatteXYHHrnauT69SU78DlEtef196tkOJxGo8FgMFhb\nRrkY0XIE8WPiaRbSjI92fUTwrGB+O2mZbrhlwcsLUqtIk2YF8KnhQ/6lArkK2cGD1pbjUKyJX0Oe\nNo+pD021jAN0+DA88YTsuI4ZI8e93eAAgfz7XFJi/qEVFBQULIUgCMTN/owk4AKwbdm6mxwgh0SS\ncDLqOBfSmD0xPVnVYjgHorqQ7RlibWU2g4gGgyaQzJCXb3KAKordOkFOTk5ldoKslRN0O2ICYni7\n49v8PvB3nNRO5GvzzWL3XtzNbr9+8oKAue06OrZ+7HfS5x7ojqHUgN4vRK6UoQCY53pO3DCR7/t+\nj7P638mcZpkvo0fLSz1jxkDfvnJJ7Vvse3vLC0W5uRUf7kZsfb6bG1vJn6iq9m0Rez+ntm4/t1kT\ngoBWZlFjBwiCnCekUqN18SQtIJrddZ/gp4fewmiFwlk2iWREYzTzPzPs2AkqKirCw85boeeW5vLQ\nooeY2HYiw1sMt7YcAgPl6lIKVQNBEPCJ9CHfKVCuOqZgNjrV6MTHf39826InZmHXLvmJRX4+DBwI\nDzwgNwC7gebNoWNH+Oory0hQUFBQsARt2rQhDPjd2kKshNpkwE1fwuNx3ymNVa8hqBBVbmYtigB2\n7ATpdDpcXcuWR9O5c2ez6yivzbjUOAavGEzHyI680/GdfzVTtYTWe9nduPFfETVmsevo2Pqx302f\nocSA0/l48POrPEE2jjmu5/xe8ykxlNw2zNUs86WgAIqL5acWhYVyoy+1+ib7kgRXrkBUVMWHuxFb\nn+/mxtLHq9i3P+z9nNqy/dzcXGbOnEmSWoOb+STZDRqTgWYXdzEs9j2iM05YW47NoELEVZuAsz7Z\nrHbtdp0tNDQUPzu8cYtLjeOlP18iT5vHyJYjmdRukrUlYTDIVaS+/BL++svaahQqC0OJgeKMYrxX\n/gBzk6wtx6FQq9QU6YvI1+UjSdK/HnJUmCeegL//lhsBLV0q53Xdws6dco7fM8+Yd2gFBQUFS9G6\nYUPEtDQ2ArUeaMtOawuqBASTEY1kQgLanNvAAxe2WluSTWHEBZUgkRPwNHrnCLPattuVoDfffJOh\nQ4eWaR9byAlKL0rn6JWjBLoHklKQwryD81gTv4ZTmacoNZSW2+79cju7v/8O//kP7N0rN6M3l92q\ngq0f+5305STm4Bflh6pdGzh+vHJF2TDmup5L+y9l0ZFFPLHkCYw3hDSYxX5srPyLe+oUdO8urwbd\nYP/ECRgxAkaNAnPnFNv6fDc3tp4/4ej2bRF7P6e2bH9M4yYUAu9pNHz8WC8Mep3ZdNkawtXQrpCC\ny3Q8/QfDYv9DS8UB+hcadOT6PkFW0DAwZ/Nx7HglyF55vM7jFL1VxOH0w8SlxnEu5xwbEjeQmJvI\nxbyLBLoHUtu/Nu46d7KCs+hXv595O87fht695bSCLl1g3Dj5xsnXQhV9FWyHnIQc/GP84Xgy1Kpl\nbTkOR+OQxuwfvh+PjzzI1+YT4B5gPuOHDsH06dCmDXz+uVwK7iparfz7PGmS7AgpKCgo2AvjN6xn\n0MyPWfXWm/w84x0WzniHjoFBPLtqC04BjtXIUBJUCJJEtncEO+uHs63hACRBhZNRh7OhFFdDMe66\nIjy1efhoc3DXFeKuL8RdV4C7rhAPXQFqM+fI2Cp+eavxy/uTUpcY8gIGkO/bwyxV4uy2T5AjYhJN\nJBckk5ibSEJ2ApM3Teb19q/zbqd3K2X8I0fkSrs7dsiv/f0tM47SB8Q2+HvW3xRdzOHR75+VE+yv\n5pRUNo48Hw6nHebpZU8TPzbevIZ795YLI2zcKK8E3RBuN2ECxMXJi0VWuqQVwpHng0LZUfoEVV30\nJ05x+bnBjD96hEZA69MpIAgO2yfobgiShFoSUYkmQEJEQBIEQvMu8uixxXjdUmHYkTEJbogqVxLq\nrUVUe1bNPkGOiFqlpoZvDbpGdWXUA6NY/tRyvtz/JS+veZkiveXLtjVrBj/9JJfWvXzZ4sMpWBnJ\nJKHKy4H69e3zbtnGkSSJadumMaz5MPMbX7YMFi2CiROhRQv4+Wc5uQ948EFITIQ5c8w/rIKCgkJl\n4dyoAbWPHObrhARWAvvqV0MorpolbCVBwKhSo9c4o9e4YNQ4Y1I7keJfmxWtRnM+uGGVKaetlkpR\nmUqonjQJlbFizl+VcoJsISeoLHYfrv0wZ8ecRW/S0+C/Dfh8z+dkFmdW2O69yMkBHx/z23VUbP3Y\n76TPM8yTonNXoGHDyhVk45jreh5IPcDprNO81u4189t3doahQ+Vcrg8/hO++g+ho+OQTqhmX4uYG\nnp43tQ8yG7Y+382NLedPVAX7toi9n1N7sx8ZHc2WzVvYAexuWcestu0eQSDPM4T1TYfwbbcZ7Kn9\nKNmeITj6OqgaHR7FB4hOeKpCduzWCbpy5QrZ2dnWlmFx/N38WdhnIb8P/J1D6Yeo81Udpm6ZatEx\ne/SQK0qdPWvRYRSsjGSSEPx9Yd06OHrU2nIcDq1Ri6+r720bppoNQYCePWHbNli+HBISaPnyy+wT\n2lDy9ocM8l3LC91S+HS2hMlkORkKCgoKlqRat66sjE/gR2sLsVEMGmcMGlcORj/K0naTmN/9I/5o\nOYoTEW3Qahyz2LgKA2pjxfwAu80JmjBhAjVr1mTChAmVpMo2SC9KJ+zTMArfKsTTueJJYbdDFOGb\nb+CddyAtDcrYjumeKDH/tsH2D7ZjzCmk25qJ8qrC229bRYcjzofspXFLAAAgAElEQVQzWWf4Nu5b\n5sfNp3iqhRqm3gmDAWJjkdZvQHfgGIa4owglxUgR1fGqFwERERAZCU2aQKtWUL36TTlF1sYR54NC\n+VFyghRupK6rK/E6XZXLCSovGpMBCYnhW6fjaiy99w52iDCYcucEVY0AQgcixCOEhyIf4pHFjzC9\n03QejX7U7GOoVPDqqzBrltxnRCkc5pgUJBcQum0JPPYYTJ5sbTl2TWZxJt8d+o79qfs5lHYIg8nA\nM42e4eyYyl1OLSmBX3914uC+rmSfbIAu4RKhLhd59ZGTNNQfgsOHYfPmm3f64gsYP75SdSooKCiU\nlbS0NNL0emvLsCuMaidUoonDNTtTLy0O3+IMbOeRl/Wx23C48mBvOUG3QxAEtg7ZSq86vXj8l8fJ\nKc0xi93bUaMGnDtnfruOhq0f+530lWSW4JGXKifXO1swZMvOKM/1DJ4dzNStUzGKRpYNXEbya8l8\n9uhnRHj/u7GbJefLAw1K0A7rw+cLvPj+5AMsCZ3A112X06hWCUKnTnJX5D//hN27IT5eTgAcN65M\nY9j6fDc39pY/4Wj2bRF7P6f2an/r1q00VFb4yoyoUnOodnd+af86cx/7jByPEGtLMhumCq7lKCtB\ndohGpeHbuG95v/P7+LtZpo71mTNw8qQcMaPgmBi1RlRGPRiN9/6wwl3JnpLNmvg1/HHmD7ov7k7b\niLb83O9nAt0rt6/FgfE/4fHan5x/dCy1fv0/8PCo1PEVFBQULEX//v2Z9Nxz1pZhlxhVarmnkKDC\nqHacW3+BivVJUnKC7JShK4fSIKgBUzpMsYj9bt3kfOtJk8xvW4n5tw32fL6HS1+t4en+BvjkE6vp\ncJT5YDAZ+CvhL+bsm0NsUiyXJlyiuk/1yhWxYQO5T4/CL/+iHOL2hf3FwTvKfFAwD0pOkMKN1HRx\n4aJer+QElZPnd3yEf3GGtWWYlYrkBNltOFxISAh+fn7WlmE1nm74NJ/8/QndfuzGwdSDZrUtirBv\nHzz/vFnNKtgYjZ9tTFKGGxw6ZG0pDkGfpX148tcnMYpGsqdkV74DBLBpE375Fzni2pZRfz5O8qWq\n0U1cQUHB8TEajaQoOUHlRm0y8FfzF0kIbUqhaxn7oDgodusEvfXWWwwZMqRM+zhCTtA1esT0YPWz\nq9l6YSsXci+YzS7IxaV8fODC/ZutknHh17D1Y7+TvivHrxAcjNxfRuE65b2eP/X7iaX9l5KnzeOx\nnx4zu/37YtYsFj8ylUh9AvMvPILXSwPNPoStz3dzY6/5E45i3xax93Nqr/Y1Gg0xSmPvcmNSO5Hj\nGcaGxoNZ2OV9VrYcZW1JVsdunaCqzuX8y7Rf2B6AQn0hB1MPUmIoMYvtsWOhbVu5eq6C43Jh6wUi\n1Snw4IPWluIQ7E/Zz6Iji7iYd5HW1VpX3sC5ubBsGQwfDpGRPLhxIVv8BqBbsgKf5YsqT4eCgoKC\nhTE6OVlbgp0jYtI4E5EVz8PHf7G2GKtjtzlBCnAi4wTbk7azJ3kPxzOOE58dj7uTO3te2kOdgPJ3\nVQ4JkcPhatY0n9YbUWL+rY/JYOKL6p/xfOl8gpMPg5eX1bQ4wnwo1BXiPdObFmEtWNB7AU1DmiJU\nRu+dtWvh8cfl15MmwYgRJLvX4elnBM6dg++/l5sf2xOOMB8UzIeSE6RwI3Xc3EjQapWcoPJytTiC\nSjSiEk246wrx0ObjU5KFf0kGQQWpRGafRSXZTyi10ieoilIvsB4m0YRapUatUpOnzeNS/iXSCtMq\n5AT5+8NXX8l9gmyoh6KCGYlfE4+fczHB/R+1qgPkKHi5eLHy6ZWMWD2C5vObAyBNr4SbsO7dYd48\nuez1Tz+hX7CYg8598RJeISOjGUeO2J8TpKCgoHA7JEnCqDi3FUOQA8BElQZRpaFA40KBRyBpAbVB\nkq7f9I1fVzWKjlWpcDhHygnafXk3Th840eWHLuxL2UeH6h1Y8+waxHdFOtXsVG67AIsWwaefygUS\nzKXXkbH1Y7+dvovbL1JPcw769at8QTbO3a5noa6QI+lHWHZqGTN3zWT4n8Pp/H1nQmeHMuzPYTQL\nbcb/dfu/uzZJNet8cXaGUaPgr78gLY1Fo/ayL0Nk0ZUenPFowcPfDmRvpzdIeXc+bNoEiYly0l8F\nsPX5bm7sNX/CUezbIvZ+Tu3R/ubNm6lXsyYeOp3ZbVc1BJMJjUGHxqhDEEVc9cUEFaRSL/UQjx5d\nzLBt060t8b6pqEtstytB6enpODs74+9vmT45toYoiWSVZHGl6ArpRekcu3IMgFxtLnuT97Koj/li\n/5s3B3d3OH8eYmLMZlbBhijJKiFYmwe+vtaWYrOkF6Wz7NQyTmWe4mTmSc5mnaVQX0htv9rU9q9N\ntF80rcJb8WyjZ4kJiKG6d/XKCYG7E4LAqJlRxD42GFWNORSuP0neofPkHT7Phc8O0m/bb7gkn4fU\nVAgLg2rVIDxcfh0WJr+uVUsulBEaqiwDKygoWA1JkkhKSmLFihWsWr6cI/v28bko8gKgtPauGJJa\njVGtptaV4/Q48gMa0T57BYqCC1q3usCxctuw25ygcePGER0dzbgydju3dfQmPT8d+4nzuedJzE0k\nMSeR5IJkMksy8XHxIdQzlBDPEMK9wmkQ2IAGQQ1oEdbCbOV4MzPl8Blvb1i3DlxczGL2JpSYf+tz\n6LtDnP1wOc8OtG6PILDN+SBJEqr/yAvl9QPrM7HtRHrG9CTcK9y6js59otXCTz/J/s6lS7Bggfy+\nyQQqk0F+c/duWLECjh69fSnIQYPg558rVzi2OR8UrIeSE1T1WLt2LUMHDkRdUkInoBPQHVA//TxH\n3v+Y/vXClZyguyGJqEQRQbq6AQggCSqM6n9cSLXJwMub37IrJ8gouKPCiEntTXbgc2QFv0Tjxo2V\nnCBHIbskm5f+fAmAEI8QHo95nEV9FlEnoA5OastXRXntNWjfHubMUR4EOzKNBzdm+7tbuTjvB2qM\nGgW1a1tbkk0hCAJnx5xlx8Ud/H35b97Z9g6f7vmUWn61qO5dnQjvCKr7VL/ptbuTu7Vly0gSBzbm\n8dmINEb0SmdQcBqvD08nVEpD9UI6pKdDUhIUFkLHjnJhBX9/CAiQN39/0GigaVNrH4mCgkIVZNPP\nv6ArKaE3EFG9BoYp0zjWvYddPICyOFcLG1zDozQPD30R7vpiXPVFuOkLcNUX42LU4mIsxdmoxcUg\nf3XTF+OuK0BV4SCyykfEGYNzMNmBz1Ho3Q2Dc6hZ7NrtStDYsWOJiYkp00pQbGwsnTt3rqA6y9tM\nKUjh+43f4xTmxJYLWyg1lLKwz0Ki/Svez+VuepcuhSlT4MQJeSXIXHZvxdGe9FpiDpiTO+k78v0R\nTs34g0GP58ler5Wwtflwu/NlEk2cyDjB5YLLXM6/zOWCyyQXJF//PrkgGXcnd5qENOHXAb8S4hlS\nJvtm4Ycf4LXXMBUWUmRwQwwOw7d+KEJYmBzeduPXatWgXj1QlT0t1NLz3R7mg2K/8uzb4kqQvZ9T\nW7cviSKHw6tx5Eo6h4E1QBjw+u9roXGzKr8SpDEZECQRSRAwqTRoTHpCci/S8+iPuBmKrS3PYphU\nngiSDlFwI9+7C9khw9G71Ky6K0GO+lSgmnc1OgR2oHOHzkxsO5GZu2YS82UMo1qOYl6veRYbt2FD\nORxOY9ezQuF+aTCgAZteW0/8939Rp/Mf8OST1pZks6hVapqGNqVp6O1XRyRJIqskiwG/D2B+3Hze\n7fRuJSsE1GrIzeXY6En0/n4qe+L88IuofBkKCgoKFUFQqWiRnkYLQCwt5aP/fceb48fx68CePLf/\ntLXlWR3jLVFBBo0raQExLOjyHsF5F6mdeZJ6KQfw0BdZSaFlUIvy8agkA/55q/Ep2Ma5OssrZNOu\nV4Lq1KnD2LFjK0lV5SFJEudzz7P94nZ5S9pOVkkW49qM46NuH1lkzNmz4YMP4Jln5Iq7lvQvbe1J\nb1Vm/1f7WTd2HdP8v0KVnWkVDY40H+JS4+j7a1/61O3Dp498iovGAkl1d0Krhblz4Y03/nnPRs/T\n3XCk+aBQcWxxJUihcikuLqZ/v35oNm7kv30GUnPV71V6JeiuXC1z3TRpJ51PV8xBsHVEVGQHDSX4\nkYVVbyUoJCQEPz8/a8swG/nafGbvnk1ibiI7Lu5AlORS151qdOLNDm9SL7CexVa+5s6Vt5MnIUJ5\nclxl0BXq2PHeNvp5bUT11Vxry3EIWoa35NjLx/D/xJ9xbcZVqF/XfXH8OHzzjVz+OjkZQ2QtVjs9\nRccJLQns3d6yYysoKChYkIULFzLv0085ffo0XSWJH4HdE9+AVb9bW5rVURkNqCUTokoNCHhp8wgo\nSickL4mAojTCc29T7MaBMOKMoHIh168vsLDcduy2T9A777zDc889V6Z9bLlP0ImME8zYOYMlJ5ZQ\ny68Wz4U/x5c9vuTlB16mflB9szlAt+pdvhy++AK2bq2YA1QVe0Vcw9aP/U76EjcmEupbSuPhbeDZ\nZytXlA1T0evp5+ZHw6CG7Lq0yyL2AflpX9++8NhjEBICq1ZBQQHnVp5khNcrPB03hU92P0h8fMWH\nuhVbn+/mxh57qjiSfVvE3s+pPdg3mUy89NJLHD11ikOSxLftO/L3jsOUhoZXXKAd412STZOLu+h8\nZgW9Di9gyI4ZvLrxdYbsmEGvQ9/R6vxmamWcxNVQYm2pFkPrWpeMsNdIqLsKvWtUhWzZrRPkaHSI\n7ID4rsjxV47zdMOn2Zezj6BZQRxKO2TRcQVBzgGKrnjNBQU7QzJJckdcV1drS3Eo1sSvIa0ojRo+\nNSw70PbtclOvwkLYtg02b6Z+WB6//AJjxsDly1C3rvwjBQUFBXtCrVZzecUfDAKeBlaOHIs2+M4F\nZxweScLJaKDU2ZPj1duxu87jHIjqTqpf1arsKgouaAwZFHm1x+gUVGF798wJEgTBBdiB3J9KAyyT\nJOl9QRAGAO8B9YFWkiQduvr5GsBp4MxVE3slSRp99WctgO8BV2CtJEkT7jBmlY7nTS5Ipum8pkT5\nRrHlhS34uPpYbKwff4SPPpKjapwsX4EbUGL+bQV9sZ7PQmcx1u8nPC6eslpNdEeaD/tT9tPrl16s\nGbSG1tVaW3aw5GS518+FC/KWkAAHDkCTJtCoEdSty/Rf6rL8YCRNHwllykx/mja3/edejjQfFCqO\nkhNUtTHq9Ti5uPAh0HzbAUrDqlX56nC38srGN3A26awto9IQEVAhcS76V7TuDSxbHU6SJJ0gCF0k\nSSoRBEEN/C0IwjrgOPAkMP82u52TJKnFbd7/BnhJkqQDgiCsFQThUUmSNpRHuCOTXpROTmkO/m7+\njFoziijfKKL8oq5/jfSJxPmGhlcVoWdP+OUXqFNHLo/9/PPg6WkW0wo2jkqjwjPMmytJErXS0iC8\naocZmINvDn5Dh8gOPBD+gOUHi4iAp566+b2SEtizB06fhrNned9vHe/WS0G/Mw11iyJ0wSG4RIZC\nrVoQFQWtW0O/fpbXqqCgoFAOBLWaIOAEkLZlAx0GDrK2JJvBqySHdglrKXTzw1VfhKuhBLUkWluW\nxbnW58joFFBhW2WqDicIgjvyqtArkiQduPreNmDSLStBayRJanzLvqHAVkmSGlz9/hmgkyRJr9xm\nHIs8xbGXPkEA27Ztw7++P8czjpOUl8SF3AtcyJO3lIIUQjxDqO1Xm1dbvcrAhgMrrHf3bvj4Y4iN\nhR494J135IfJFbV7OxztSa899gnS5mn5fcCvuByPo/9jRai/X6CsBF2lItfz+JXjNJnXhIW9F/Ji\n8xfNbv+OSBKkpsKFCxzbuZOa/jU5tTeflFMFZCXmQ0EBjUMzaeMXj/rY4Zv31evLtAxsa31hbHk+\nKPYrji2uBNn7ObU3+5dXrODP/v35A0gEkkBZCQJUoohGNCIhIQoqRJUalWjCyajDxVCKq6EYD20+\n3tocvLT5uOmLcNcXEVCYiqeuwNryK4QouAImSl3q4tn/hGWrwwmCoALigNrAf685QHehpiAIh4B8\nYJokSbuAakDyDZ9Jvvpeubhy5QqSJBEaap6usbaGIAh37EtiMBlYE7+G97a/x1PLnsJY34hapa7Q\neO3by7nVOTmwaBF07QoLF0KvXhUyq2CDZJ7OZGnvJcRoj/NI1xJUC36wmgPkCJQaStl8fjOxSbEs\nObGEQY0H8Wj0o5UzuCTJDozJBIC2RTvIENmcGYVnuDc1o3xo95Q3IXVCUfs9AD7PQHAwxMRAYKBy\n3RUUFGye6v368aok0Xr5CnoP6G9tOTaDqFKhV90cFWRSqzCpndC6eJLPPzkzKklEJYoIkgmDxoWa\nGafoE/dtZUs2GypJC4CH9kSF7NyXEyRJkgg0FwTBG1gpCEIDSZJO3eHjqUCkJEm5V3OAVgqC0KCs\nwoYOHUrNmjUB8PX1pVmzZtefLMTGxrJ48WLCwsKYMWPG9UokN/68sr7v3LmzxexfIzY2FpNkwqW2\nCytOr2DJkSWoUDGo+SB+6fcLO3fsNJtef39o2TKWl14KYdGi+vTqVT69N/78iy++4MiRI9evZ3m4\n13y4H32W+v7ae7ai5276zq4+y/IXltPJ7yAdHvaF//1I7M77nz/m+N7W58O19+7n86czT9P629ZE\ne0QzoMUA1j+3npzTOcTHxRPeObzC9u/n+6RHnqDmupUA1Lm8lebtsunTJ5V+w1pd/3z8rfufPGkz\n892R5oNi3zbmAyhzwpHsz549mzmffYY2LY03gMkolBVJFBFEIya1E86GUmpmnrS2JLNgElwBbbn3\nL3OzVEEQpgHFkiR9dvX7m8LhbvP5bcAkZOdomyRJ9a++X6FwuGnTpuHk5MS771qhM3sl882Bb3h/\n+/uEeIbQr14/nqz/JI2DG1usb9CZMzBhAjRuDLNmmd++rYW7VCXm1p5LlxldaPzyg3D+PARUPKa2\notjrfEgrTOPFVS8iIbHhOeulNv636bc0OvYzTrtiaddesPvFHXudDwqWwRbD4RQqj4yMDB5o1IjW\nmZksAs7OnEOrN8cr4XB3QTAZ0Vx1eDx0BQQXJBOec47gghSCClJwMZZaW2KFEVFj0viTEvE+UR1G\nlzscTnWvDwiCECgIgs/V127Aw/xT+e36x275vOrq61pANHBekqR0IF8QhNaCfPf+ArCqPKIB9Ho9\nLi5l68Z+7emCObGEzRvtFumLeHvr2/zx9B8cffko0ztPp0lIk3I7QHfTW1QEgwdDx47QoQP85z/m\nsevo2Pqx36ivyQtNOPPHGcSmzWDBAuuJsmHu93rOj5vPhsQNvNnhTcpyw2Xu+dLxpRgiffLp1VNk\n2jTLz0dbn+/mxt7Pp73bt0Xs/Zzak/1FixZRJzOT34GtcQlc6nv/OdBVDbXJQGRWAg/Gr6HvwXm8\nvOlNhsW+T69DC2iRtJ2InHMO4QAZcUbr3ohzdZZR5P1QhWzd0wkCwoBtgiAcAfYBGyRJWisIQl9B\nEC4DbYE1VyvGAXQEjl3NCfoNGCVJUt7Vn70KLADigQRJktaXV7her8epsmo6W5EN5zaQq83lQt4F\n8rR5996hAmzcKFeK27sXpk0DNzeLDqdgBdpNbIeuQMc3qU9y8otNSG++JeeVKJSZdzu9y1c9vmL4\n6uEEzw5m4O8DuWCFLt2Nh7QgSnuGcwt3MG8ebNgABkOly1BQUFAwO0OHDuUk8JqTMyV2vsptSQST\nESeTjicP/JcWSbGE5yXhJDrmPwIBEb0mBFHlUXFbtrhkfD9L2RMmTKBmzZpMmHDbVkMOgyiJLD66\nmOWnlxObFEubiDZ81PUjWlVrZf6xRHj7bViyRHaELFVzQgl3sS6SJHF+03lWDFpGB+N22n8/Evr2\ntZoeR5gPyQXJLD66mG8OfsOBEQcI8azEpn6jR0NiIqxYwY44D957D+LjYe5c+6x+7QjzQcF8KOFw\nChe+mc8bo1/mGDD983kMmviyEg53C4IkIUgm1CYj/kXpROQkEJp/ibDcJDz0hdaWZ3ZEwQWj2pvL\nNb8gus3gcofD2a0TNGvWLEJCQnjhhRcqSZX1KdYX8/up35myaQrPNXmOZxs9ywPhD5g9N+i11+Di\nRbmRqkfFHe1/odzkWJ/s+GwWtvmW/uJv1Drwq9woyko40nx4c/ObHEg9wJYXtlTOgEVFEBICa9ZA\nly4AZGbKv8N//SVXe7Q3HGk+KFQcxQlSAJB0Oj708uIvg4G9KCWy74kk4WQyIAoCYTnn6ZDwFyH5\nl3C0xTRRcEU9SGu5nCBbZfLkyWV2gOwxJ+hGPJw9GNpsKHEj43DTuPHcH89Rc05NZu6aed85Cfej\n9/335a+v/KtkRcXsOiq2fuy36ivJKuGXR3+gm7SJWj++Z1UHyBYpy/U0mAzsurSLj3Z+RI+fezBn\n3xx8XX3NZv+erFolN0idNw9KSpg1C2rVikWnk1d0LYGtz3dzY0/5E45o3xax93Nqj/YFFxemarVc\nNrtlB0UQMGicMamdSA6sw/LWY/j64Y/5tc04dkc/xvnghhS5eFtbZYURpPJXhoP7LJGtYFtU96nO\nh90+ZEbXGayOX02fpX3oV78fdQLMczPr6QkPPwxffmkWcwo2hCRK/NpnCfUL99Pi/T7Qp4+1Jdkt\nOaU5dP6+M2qVmi41uzCyxUh+7PsjQR5B997ZXAweTF7zLlx58U3c/ZuwMXA1CxfCQCV3WEFBwcFY\nvXo1GkFQ8ljLiiBg1DgDkO5fiyt+UTiZDBjUGtombKB1ovWqm1aUiq5s2W04XFUjX5vPycyTnMw4\nyYmME5zIPMGJjBMYTAbGtxnPtE7TUAkVX9iLi4ORI+XXc+fKVeLMjRLuYj1yz+fybZP/MqXeKoSD\n9+p5XDnY23yQJInD6Yf5cv+XZJdks+qZVRYrV383ioth+HBYtw4+rf01Lx16FdO8/6EeNbzStZgT\ne5sPCpZFCYer2hQVFbFmzRq+nTePAzt3slQU6YUSDlchJAmVaERUO9H+7F+0Or/J2orKjUlwRVOB\ncDhlJcgG0Rq17Lq0i20XtnE4/TAnMk6QU5pDg6AGNApuRMOghvSM6Umj4EaEe4Wb7QZsxQp4+WX4\n/HMYNEhpJu+I+Eb54l3Dl6NnXWm2ZQt062ZtSXbFqNWj+PbQt8T4x9Cnbh8+7PqhVRwggN274ZGl\nL7KE7+EQ/NXzv2SkdMP5u1K8gt3w9QU/P/D1heBgKGNHAQUFBQWrMWHCBH6YPx+dVktboCfwC1Dy\nzAuw9Ecrq7NRrjo3KtGEAEgqFSaVBrXJiKuhBA99Id4lufgUX8GnNJuamafx1OVbW3WZMeGEIKgx\nqb3IDH4JmFluW1XKCbqxg7Et25yyaQpf7v+Sdx56h1ceeIWGwQ2p6VvTLCs9t9MrSfDzzzBxIqxc\nWb7VH0ucB3vB1o/9Rn2CIND/t6f44cECfPq/TtSW76BlS+sKtDHudj2j/aMB+UFFrjaXvy/9Tbda\n3fB38zeL/bLw8MOgndOOzB/TyDb50ej4Erx2zMSzOB1R5USeJpAcIYDzUiC7DQGUuAdiCKqGU81q\n9BsXgU/DCKhWDdzdyzSurc93c2Pp41Xs2x/2fk7twb506DB5Wi2xQMOWrTn+5nvsbtxM/mFVd4JE\nExrRiHT1ntBLm49fcRaBBZfwKc3GXVeAu64Qd30h7roi1JLJyoLNh0nlTkbIGAq9OqB3ibr6tL4K\nOkHJycm4uroSGBhobSlmo8RQwvRt0/n5+M+Mix7HB10/sPiYV67AhAlw/LjcX6RFC4sPqWBlghsG\nM2DFsyzrK/HcY0MJ270CYmKsLcsumNxhMq+3f5347Hg2JG7g+6PfM3z1cLpFdWNY82E8Fv0YGlXl\n/Vl1HTcS13EjuTELKXbbNjq3akVoVhah2dmQlYXpShaXD2USH5tKyba9aE4dgytXexr5+UHEVYco\nIgLeeAOioyvtGBQUFBRuZc6O7dStGcXki0l89vIEcq85QAqgUhOddogHz67GXVfgcBXf7opkQu8c\ngd61llnM2W1O0Lhx44iKimLixImVpMryfHPgG0avHY2/mz9P1nuSaP9oIn0ir2/VvKqhVqnNOmbv\n3nD6NBw5Yply2LdDifm3DU4tO8XGUcsZ32gLwvZYq+mw9/lQoCvgt5O/seDwAi7nX2Z4i+EMbzGc\nCO+IyhcjSbBvHyxfLtfKzskhKyGHwqQc3HU5+Au5oNGgCfJD8PeHWzc/PxgyBMLDK1/7Vex9PiiY\nFyUnqOqSkZFBVEgI3YGgl8fT6qnBBIVH0L9eeNXLCZJEuLryU/PKCTqd+QPv0lxUkmhlYZVPoWdb\nUqp/hNFJfvzXuHHjqtcnaNy4cdSuXZvx48dXkqrKIU+bx4mMExy/cpwLeRe4lH/p+panzaNJSBNa\nhrWkZXhLWoa1pH5Q/Qo9ec7IgAEDID8fPvhAdoosjXKTYxsc++kYm0av5LXWOxE2Wy8x0pHmw/Er\nx5kfN59fjv/CQzUeYkHvBQS6W3C1Oj8fDhyQHZ99+2D/fiRPT/J6v8DZ4ursOuXP7jP+TPzAn7Y9\n/XEK9gNXV8vpMQOONB8UKo7iBFVt0mbNZuOUyawHNgMtNBo2Go1VzwkCVKKIRjKBJCIKAkaVBrVo\nwsmow8VYiou+BDd9EZ7aPPxKs/AuycanNBufkhxcjKXWlm82RMEFENFrQij07krwYz9WvT5BKpUK\nUSybB2wPfYJ8XX15MPJB6hfX55OHP2HpgKXsfmk3ya8lk/JaCu90fIe0ojReXPUiTeY1YdrWaRXS\nGxwM27ZBz55yteTz58unuyr2iriGrR/77fQdnHeQzWNW8rznCoT58ypflA1TkevZOKQxHap3wMPZ\nAwEBJ5WTWe3fREKCXPVg6lTIyUEc9ByLXt5HTf3/qP/Lu3yS+SLOA/vww/mHeOjlhjhFhpnFAbL1\n+W5u7LGniiPZt0Xs/Zzak/2wya8zRJL4MTmZFf0HcMhoNDYLbK4AACAASURBVJtte0NUqdCrndBr\nXDCqnUFQYVI7oXXxJN8jiAy/GlwMacjJGh3YXbc3m5o8z7I24/i22wd89cgsFnSaxv+6vM8PD02l\nxLmSQn8sgErSoZIMuBqSCcj+pUK27DYn6OrTIWvLsCgGk4EeP/fgSPoRQjxDyC3NJVebS8Oghoxs\nMZJHox+lT93y93m5eBEWLIDFi+VQuK+/hlrmCbNUsGF2zdxF3MxNDA1ah/+2NXIeiEK5MYkm9qfs\nZ3X8albHr8YkmvhtwG+0q97O/IMVFMAnn8Cff8oJfZMmwcyZoNEwaaJc4v71yRcYM0ap7qigoGDf\n7Nu3j9fGjiPnfCJpubn4iiLPA59bW5gdIAoCosYJwWRELZqQBBVF7gEAqEpzUTnA/bMESIITUH7H\n2G7D4SZNmkR4eDiTJk2qJFWVj8FkoOuPXdl1adf19+oG1KWadzVCPUMJ9QglyCMIfzf/mzY/Vz/8\n3fzxdPa8Y/ne4mK5KSrI91HDh0OdOqCqhLVBJdzFOpj0Jra8tZmEhTt5Pmon3ptWQECAtWXZ7XzI\nKM5g5OqR7EneQ7BHME/UeYLedXvTulprs1RyvE5aGvz2G2zaBLt2Qb9+MGIEtG4N6n9yBFu3hhdf\nhFdeMd/Q1sBe54OCZVDC4aou69ato2fPnoQA04EhQMJb79Ps/6ZXyXC4suJZmot/8RWCClIILEgh\nsDAVT20+zkYtKuzz90NEjQoTpa51KPZsTZFne6I6jK56fYLCw8MJsIEbOEvipHZi54s7ARAlkZzS\nHNKL0m/aMoszOZ97npzSnOtbrjaXnNIcTKKJ+kH1aRzcmH71+9G77j8JPx4ekJICy5bJ91U9ekBW\nFtSvDw0bQps2MHgweHlZ6+gVzMmlXZdYM2wFvtnnGdosEY/Vf/3jBSuUC5NoYtXZVXSq0YmtQ7aa\n1/G5RmEh1K4NJhNMnw4LF0JwMKIIZ8/KaUB798rbuXMQFWV+CQoKCgrWoEePHpwf+iIbv1/EMuBd\n4PXjh60ty/aRJNSShM7Zi3QnD9J95X8MIgKiSoUoqFFJJtSiUd5MRjQmPU4mPRqTHmejFmejDhdD\nCS7GEjz0xXhq8/HU5uGpzcNDl4/aSgUZVJgQVe646C5gElwpca9YSWO7XQkqD/bSJ6g8diVJ4mTm\nSdafW8+R9CMcu3KM+Ox4ovyiaBzcmIENBjKw4cC72s3NlSvFnTwJGzfKzRgPHLi/QlFl0etoT3pt\nuU9GYWohS0YuoejvKzxmXEP9dwcgvPbaTSsI1sbW5sO161lqKCWtKI20wrTrX1MLU+XXV78/mXmS\n2n61OTvm7H03TS3zfElMRPr2f5gWLCLPqzqbfQYw5vIbePsItG0rP7Bo2xaaNZMbotpDD5C7Yavz\nQbFvHfu2uBJk7+fU3uzn5eWx5+df+HjSawTrdPwOykqQFVGbDAzd/gGeugJrS0FEg3pw2Qpl3Ijd\nrgRVZSRJIq0ojfO550nMSeRg6kHWJKxBlEQej3mc7rW681q716gfWB83J7f7tuvnB+3by1u7dtCl\nC+j1FjwQBYshGkXWjl3LyV9PEtDAwGjXBbhuWw/16llbmtUp0hfJzswNzk1a0T8OTuKVRPL35VNi\nKCHUM5Rwr3DCPMPkzSuMhyIfkt/zkt8L8gi6bweozEgSa3d4MmduT9q4hPNW8tu0CDnF4cNQPdIy\nQyooKChUNgaDgZSUFC5dusSJEyc4fvw4cTt3knwukQKdlqZAS2Aq8LuVtTokogknkwFRpQYEXA3F\neOoK8CnJwbcoDS9tLl7aPLxK8/DU5uJssu7NoRFnhOuFh6pgTlBVZefFnTy8+GF8XH2o5VeL2n61\naRTciMdjHqdRcCOz3IwVFkKvXvD00zB6tBlE34KtPel1REwGEx95fER4y3A69g+g9v+NQBW7FRo3\ntra0f1GZ8yHgkwBySnMA8HHxoX319sT4x1x3aG50bvzd/C3n3NzK1Kmwfr287KpSyT1+MjMhI4NS\nkxOHSuqR4VeXo/WeoaDtI9SpA61ayZfT2blyJFYWyt8HhRuxxZUgBfNw9OhRunTpQlF+PogioUAE\nUB2IhOuOTx0gu00HkgYOIvWRnjzZJEpZCSoroohKNKGSTAiAJKgwqdS464sIKkwjPCeB4IJkAgtS\ncNcX2UQDVhGVXA5bUCFIIirJgME5jBL3xpS4N6PUvSFa1zo0atqq6vUJqmqYRBOnMk8xfPVwckpz\nSBibYJFx/vc/mDYNHn0UvvsOnP5d4bfCKDc5lYOuUMeJpSc49O0hSi9n0r3kT+r/3/MIo0fbVOmw\nypwPpzJP8d/9/+VC3gWS8pJIykvCVeNKkEcQge6B8uYW+M/r22w+rj7mz/95/HFYu/bm99zdISYG\nIiPRu/mQhw/ZJl+ulPpwrjCEvy9HcuBKJJHtqvFwLxdeegm8vc0ryxoofx8UbkRxghyXbdu20bVr\nVwC8gShkJ8jTxxexSTMinhhA887d8PD2uWm/KtkstbxcbbLa4cyfuOmLcNcX4aYvxF1XhLu+EI1o\nWyXHJbjugOmca1Di0ZQS96aUujdF61oLhH/flFbJZqnlwd5yglp3aM3I1SNJL0rnYOpBgj2CaV+9\nPVMfmkqdgDrltns7vUeOyM5PfLxciKppU/PYvR2OdpNjyzlBIOuLNEayccxq3FMT6Nc2Bc9lP9jM\nHbM154MkSeSU5pBVknV923V4F4HVA+XvS7PILM4kqySLo1eOojVqAXgw8sHrRUvKyl3niyRBTo7c\nBDU/H/Ly/nl943bwIOzYIX8e2BQzmiFF/+Xzz8HFJZa+fe9g3wzYWg6Ikv/h2PZt0Qmy93NqS/b1\nZ86i/+ILSufP4zKQDFwG/gNkXP3MX66uaI/808RQcYLugWhCIxoRAIPGhVaJW2gfv9raqsqMqHJD\nQgOICKIOARBVrhR6dyS5+ocgyBk9FXGC7DYnKCUlBRcXFwIDLdiN3coU64v5+fjPADwQ/gBdanah\nbkBdzuWco1hfTKhnKMEewahVFU9ynz1bvt+Ki1OKhjkitbrXYuSJsWycuI61K7fy1Mcfw4cfWluW\n1REEgQD3AALcA6hLXQB80n3o/GDnf3/2fflvbJ2AOvSv35/YpFhq+NQgwjsCJ7WZlkwFQS5bfrfK\nl716wfbt8MQTcvJe27Y83Lo1C3bAl1/C5s1gMMi/0w7cQUBBQcEBcK5XF+d53+A57xuCgBbA+vXr\nyejRA4DRgItWy6WUZAJCw1DbUFEfW8SnOJPIrLNUy03Evygd3+IsnESDtWWVC5VYev21KMn/HtVi\nEW4lJxAkkfK5PTdjtytBY8eOJSYmhnHjxlWSKutxIfcCxzOOc/zKcRJyEq6Xx04rSiOnNIcAtwBC\nPUMJ8wq73j8o3CucwU0G4+/mf19jJCZCixawbp1cGMGS2NqT3qpEyv4U/ujzPWM6HJbro9sA9jIf\nskqyOJh6kENphziVeYqL+Re5mHeR9KJ0IrwjCPUMpWtUV2Z0nWHegePj4ccf5Zr2587Jq0D790Pj\nxpSWyqWyT5+WKznu3QuHDoFOB8OGyc2Q7Q17mQ8KlYMtrgQpWBZJkjjs7Mw+o5GDwDkgEUgB5gQE\nMj47S1kJugVBktCIJgTJhIiASa1BYzLIpa+NOrnstaEUV0MJboZi3PWFuBpKcTZqcTGW4mIovVoS\n++proxaVlcpg3w4JFZLghCCZMKp90DmFoXOpjdE1ktDuX1a9lSBJkiovadnKRPlFEeUXdVOfH0mS\nyNPmcTH/IofTDnMg9QAHUw+yMXEj4tWJe6X4yn3dkCUmyqFwLi7gf38+k4KdcuC/+2miOQmDBllb\nis0jSiIFugJyS3PJ1eaSp82jWF9MkHsQdQPq4u3iTZB7EJcLLnMw9SAX8i6Qr8s3vxN0/PhNq3b6\nGtHsePEnxhTOJOmiQO3acn+vFi3kj7VqpazmKigo2C+CINBcrye6sJDOp06TvHIladu2MWT/Ptpl\nZ1lbnk0iCQIGtYYbb+sNGhcMGhdKXW7f8FEliahEEUESAQlJEDCqnG7OGZYkXtn0htWrwQmICJIO\nACdTNk6mbDy1JyC/YnarlBNkbzlBd7L7wh8vsPjY4uvfB7kH0SWqC49FP8bwFsOJ8I4gwjvitnlD\nt7P76quwYQO8/74cRiOKcoEqc+l1dGz92K/pyz2fS/zKU4wLOgZ9Ft97RwfHYDLw7rZ3KTWWYhSN\npBWlkV6UTlJmEiWUUKArwNPZEz9XP3xdffFz88PP1Q9/N39C/5+9846Pokwf+Hd2N8mmF9IhISEE\nQu8KKkhVEBAFERURRFFRsaDnnRVRsf08OcTCqQje6amABUERFAhIEZBeQk8nvW+yfd7fH5NAkJa+\nu8l8+cxnpz7z7OTdYZ55mk84nUM6MzR2KBE+igc2NjC2RgUTaj1eJkw4b9E99STDU98mSDOeLh39\nCIn1JSTChwAfH9zddWzfnsiIEbWQX0ucfbw3NM6UP9ES5Tsjrn5NnV1+kK8vRQYDGpRiCaFAGPAu\n0N3PH0rr+eTbkpFtaGQZjZArq8RJyJIGu0aHVrbjYTXibjfjbjOfbaZq17iBg42gKuy4IVAMNQ02\nyn36AlvrLK9FGUHNhfk3zmdMhzEk5SWxL2cfJwtPsurYKjbrN9MttBs9w3vSN7IvMQEx6HX6K8r7\n4gslj2DDBrj1VigthZEj4Z57YPjwJvhCKk3CjoU76BOUjP7lfzhVs1RHYbKZeHPrm+eti/aPJtY7\nlsGdB9MlpAs9w3sS3yoencbBt8rjx2H5cjh0CAwGMBjYXPQo1iIDYnsZmvUG3MwGbOgoFXoy3QOJ\niPdB4+eruIV8fMD3EvMDB0LHjo79fioqKiqVjAc2oxRJ0AKtgfA2UVhvm8yPMx6BLlEO1c+l0eiQ\nNSADbjYTgeW5tCrLopUhGx9TsdIPyFiEj7nUqcLhzqLxoNznagy+11Hh3QuzRwzQs87iXDYnaObM\nmXTr1o2HG6ORjQsiC5mM0gwO5hxkX/Y+tmVsY0vaFu7rdR//N+L/alU8ITUVfvoJnn1WSUNo6NAa\nNebfMaycvpLQP35kwBs3w7hxjlbnLI4eD1a7lWMFx842TT1VeIrvj37PwdyDZ/d5adBLzB0yt8HO\n2VAYDPDVV0p1x/37BCcOmtDbDPhKBhJXlhBsSFHiXU+eVKZTpyA5+XwhL7wAr77qEP0vhqPHg4pz\noeYEtTxkoxHjvz/B/u0K0rf8zgHgAPA1oAeOgpoT1MBoZBmtkJWcIknCrtHhYTUSVJZFdP5R2uUd\nJqQsy9FqIpCQNV4gZCTsVHh2w/fW3S2vRPZrr71GfHw8kyZNaiKtXI+88jwGLhnIh6M/ZGjs0Fof\n36EDfP89dOnSsHqpDzlNT+HJQj7t/ykPjcvCr3Mbpyob5ujxIIQgrSSN39N+5/P9n7MtfRs9wnrQ\nL7IfCcEJtPZrzaC2gwjQBzTYORsCmw2uuw5CQmBs3ywG5y8nuugA+hMHIS0N8vPB3x/CwpQpPPzi\n8926NU5DsDri6PGg4lyoRpAKwHfffsuMiRP5WAhuQzWCmhKNEEiyjc6ZfzL08DeOVucCpMm1Gw/V\naeCOf03HCy+8UGsDKDExscH1aAyZ9ZWbUpzC21vf5s5v76TUXIqv+7mkuNrIvfZaqOnujXUdXAFn\n/+6JiYn8/vrvXDXrKvx6xSnegBaM1W5l/en1zE2cy5j/jSHsnTD6L+7Pt0nfcn+v+1lx9Qq23beN\nBaMWMLPfTG7ueHODGkANMV4sFpg4UbFhfvwRHkjYTIfPnkV/bR/23H23UkGuokIxhA4fVmJd//c/\nmD8f/vEPmDYNRo1SqinU0gBy9vHe0DT291Xlux6ufk1dRb7NZmP+/Pl0jIpm1m23sUwI4v/xcoPI\nVqk5siRhl7QcjB6AjPOkociSnszWL9ZLhsvmBKlcnHWn1nHbstuY0n0Kj139GMPbDcfLzatOskpL\nQaeOkGZBQGwAxSnFcFWc8tTcwrDYLWxI3sDyw8tZeWwlcUFxDI0ZyvRe01k0ZhGtfVufzTFMzE90\nrLI14IsvFPtm/frKQj5jxypGT0gIpcHB0Lq1o1VUUVFRqTMVFRX07NSJ8LQ05gE3A/vfXsjJmyfA\nmy87WLvmj9Z+rreQv7GIqPzjdMrcgQbHeljtaJAkHUbPzuSFzcTgew1Q93Bulw2HU7k43yV9x4sb\nX2Tt3Wtp49emXrIiI+H33yEuroGUq0QNd2l6jEVGPur2Ebe+cRWxz96hhEvVtgRgI9HY4+FQ7iEG\nLRlEkamIu7rdxSuDXyEuqIEHdROzZAnMng2jR8OTT0KfdkVwxx2wbp2S8xMT42gV64x6f1CpjhoO\n1zK56447OPTNN+wAEjfsxBh57nlmQkKkGg7XyFx14he6ZvyBj6nYaXw/dnRYPDuS1vZdrO6RZ9d3\n69at5YXDqVycWxNu5ZaOt9BjUQ/6f9qft7a8xZa0LSQXJWO2mWslq3175VlZxfXxDPRk7CdjWfnC\nnxgDI5WuuC2EhOAEFt+8mJl9Z3Iw5yA9FvXgus+u42/r/sa3R76l2FTsaBVrzb33wunT0KOHUtFx\n7tU/wbp1yAOugZQUKFFLyKqoqLguL814gCggGvjP1Imc2PsndpvN0Wq1CCRZsCd2COs7T2RP7BDS\ng9pj1nk4Wi0kSYPGVoS34U8kuXbPs5eU6YxvSxrrLU5z6RNUE6x2K4kpiXx/9Hv2Ze8jozSDbEM2\n3lpvYlvFMr7TeJ4f+Pxly4xPnarkTD/9dMPq29ze9Dp7n4zq+n3Q6QPGTPKk7YalsHmzQ/WqoqnH\nQ6m5lF2Zu/gj4w+2pG9ha9pWro2+ltn9ZzMiboTT99CoTkUFLF4ML/zDxl3eK/nAcA8aY8W5HbZt\ngwEDGuRcVTT29XG2+4MrjYfmKN8ZPUGufk1dRb41M5OTQ4fxn+PH+BFIB4YGBLKyuEj1BDURGllG\nK1uxa7R4WsrxNJWit1bgZTHgbS7By2JAb63Aw2bEv6KAkNKMRvcc2SVPkCTKvAdQ7nctbQa/UmdP\nkMtmfKSnp+Pl5UWrVq0crYpT4qZ1Y0TcCEbEjQCUClini04zb9U8/pv2X/Zm7+Wxqx/Dz8PvkjIm\nTYK33qqZEaTi/BQlF2EsNBKlKYLQUEer4zD8PPwY1m4Yw9oNAyC3PJcJyyYwftl4yp4tc7B2Nef0\nabjmGujfH5Z/r2N4j0FowqsZQP/+N/Tq5TgFVVRUVOqBW+vWdDp2lNdlmec/XMSvLz7P+OIiR6vV\nopA1GmSN4gUq1/tTrvc/b7skBBrZjkAga5UiOw/9+nc8ahl5VBu0wggCAsrW41tWv5e5LusJuu++\n+xgwYAD3339/E2nluiz6cxEvbXwJo83I6PjR3Nb5Nm7ueDPuWvfLHvf220o43PvvN6w+zvamt6WQ\nvDGZjU//zPTUObB7N7Rt62iVAMeOh7u/u5svD37JiHYjmDt4LgOiGtZr0pisWQM33ST4+oGNTGy7\nA82+vUo5Rz8/pffPtGmOVrFOqPcHleo4oydIpWkxGo34+fjgL8v8C5iCWiLbGZDsNnSyHbtWi7vN\nQmRxCu2z9tLpzK4mOb8sQGj06O4ytTxPkBACjZMkdjs7I9uP5FThKb44+AVpJWkUGgsxWo1XNIIy\nM5W8IJXmwa73d9I+/w94+WWnMYAcTbYhG4AScwmJKYlE+UfVu6BIUzFqFCT+UML1twzDdO1Q9DOn\nK28uXLgogoqKispf0ev13KnVskqWOeLlpcQBqzgcodURXJJG14zttMs9jN7atH8XjQRFASOBH+ou\no+HUaVpkWb5sPsvFaCl9gv5KTEAM/3fD/5H+ZDpjA8ay7tQ62v6rLdNXTie5KPmSx0VEKCV4a/JC\nrSX2iqjC2b97YmIix1YdI+f341wTmQIPP+xolZyGH+/8kbV3ryU+KJ7nNjxH1PwoXlvxWqOes6HG\nS0UFPPtWAGsnfIw+9bji/Xn7bQ688UbNfrR1xNnHe0PjKj1Vmqt8Z8TVr6mryZckic8NBnb0u4rP\nVQPIqcgOjCWx8218MvQVPh3yMr92mURGUPsm6yfkV/xLvY53WSMIqLUR1NLRaXQMaDWAFbev4ORj\nJ4n2j6bfJ/2Y9sM0NiRvwC7bz9t/9mw4cwbefddBCqs0CHajnTUzVzHa/B26zz52mtLYjkIIwfrT\n6xn9v9GEvRPGSxtfQqvRMnfwXD4a/RHd/Ls5WsUrUlam5AJ16gQjls1Q4lZXrYLYWLo/95zSHFVF\nRUWlmSC5u9Nh5w58PPSOVkWlGkKSsOo8kDU6yvUBJEX158c+M/j38Hn81uV20oPisWpq15C7NmiF\nqV7Hu2xO0L333sugQYO49957m0ir5kl+RT6f7/uct7e9jU6jY/nE5VwTdc3Z7cnJcN11Sn/NPn0a\n5pxqzH/TkvhyIoVLfmT8dH+YM8fR6lxAY48HWchklGawP3s/OzN3svbUWkrNpfz92r8zvtN4/P+S\n6OnMnDkDCxcqFeFuv12Zv+Bd0IcfwiOPKA1TU1NBq3WIrnVFvT+oVEfNCVKpIikpieu7dSPPbldz\nglwASQh0dgt2jQ5vUzGtC04SVpZBp8ydDVo4QZpcuxyx6rhsTlB0dDQBAQGOVsPlOZBzgKX7l+Ll\n5sWU7lNICE44b3tsLEyZAh98oDx4qc4318JYZGTngu3cr/sJnt7jaHWajDJzGS9seIFNqZs4UXgC\nfw9/uoZ25erWV/PKkFcY0W4EWo1rGQcA99yjhKhu3654gs5j92744Qf4+Wfw8oIJE1zOAFJRUVH5\nK0lJSYwZOpSS7GyeAF50tEIqNaLKSwRg0AdwNOpqjnI1nuYyOmbva5Bz2CVPwFjn4102Lmbu3Lnc\neuuttTqmpeYEXUputiGbicsn8sawNzj12CleGfIKQZ5BFxzz97/DgQPw6qs1k9vScObvnvRtEj7e\nOQTNngbe3o5Wp0mosFbQ5+M+bMvYxsdjPybrqSzOPHWGdVPW8erQVxnZfuRlDSBnjpefOxfGj1da\n/0gSLFpUuUGWoW9feOstDkycCMXFsGBBg+j7V5x5vDcGzjweWoJ8Z8TVr6mryb/lxhuZnp1NFnDL\n7GcbVLZK46Gx23CzmYnLOciww8u4Z/PrPLbmiQYxgOySnnKv3mRGz6ufjvXWRMWlsAs729K3MTdx\nLv0/7c+sq2YxpsMYNNKlh0JgICxZAh9/DObGK/2u0giUZpbiKRVBx46OVqXJ8NR5MnvAbKx2K3es\nuINdmU1TrrMxkWXYuhWOHlW8s2Fh0Lt3pTfIaISsLMUislpJePNNcGu8GGwVFRWVpkIIgVdJCUHA\nqqNnOP7ALEerpFIDJNlOUHku9218iTF7FtMlYweB5bkNVi5BI6ykxn5Eqf+I+unpjHGzajxvw2Oy\nmZj6w1TWnlxLTEAMI9qNYHyn8TXuiyKE0l/z+efhiSfqp4sa89907PpwFzkLlzFmdgeYMcPR6lyU\nxhgPQgi2pG1hxqoZDIweyCc3f1JvPZuc/Hw4dgzS00lam8ZvS9Pp5HeG+OBCgqVCvE0FUFgIdju0\nagWRkYqLaPhwGDfO0drXGfX+oFIdNSeoZVJUVMR///tfPvngA8Tx46wBdh09A8CEhEg1J8iZEDJa\nuw0NAptGh7fFQMfMP+mdsgEvS3nDn06A0Og41mkDdl0g3bp1a3k5QSq1o6CigGWHl7H45sVM7zW9\n1scnJoKnJwwb1vC6qTQege0COWjyU9wITmoENQZfHvyS6Sun89L1L/FIv0ccrc7lsdshIwNOnoQT\nJ5TPHTuUGNROnSA6mqL0KE4RR/yEgURPDkZqFaQYPkFBSv6PmqynoqLSTDh69CiD+/enX0kJj6M0\nR93yw6+OVkvlIvhVFBCftY+QskyCDFkEluei+0ul4YbChgcaSWDRx5Ae9Tp2XWC9ZV4xHE6SJA9J\nknZIkrRXkqSDkiTNqVz/tiRJSZIk7ZMk6VtJkvyqHfOsJEknKrffUG19b0mSDkiSdFySpCY3y1ty\nTlCEbwT9Ivsxb33d4idPnIDBg6HbJaoHt8S48Cqc+bvHDo0lu0hD4crf4fRpR6vTJAgh2H1mN8Fe\nwbww6AUCPWt3o2y0v2daGqxdy/HHH4cnn4SxYxUjx8dHKcH42mtKcYOQEHjuOcjJgT/+gGXLGLDt\nn4xe9wSTV97OejEUevaEqCglz+svBpCrxfs7O65+PV1dvjPi6tfUGeUfO3aMRx55hPatWnFNp048\nVVLCj0DrDTv56egZShK6NLieKvVElin1akVoaTods/YQUpbVaAaQXfLE5N2D4wlrONnhW8yeDRPi\nf0VPkBDCLEnSECFEhSRJWmCrJElrgHXAP4QQsiRJbwLPAs9KktQZuB3oBLQBfpMkKb7SN/0RcJ8Q\nYpckST9LknSjEGJtXRTPyMhAr9cTHBxcl8NbHKcKT7HrzC5ua30bR/KO0Cm4U636LHl5qflArojW\nXUvoiDD2Hx7JkB07oF07R6vUqJSaS7l9+e3kluey9u463VoaB5sNbrwRTp2ig9V6bn1CAkycqHh1\nvLwUo8bDQ/EMffutsuzlheTtzYhgL966z5t3Z3vRfbk3oTFe4O6ueoFUVFRcnuG9+5BRUU40MAuw\nDBnBWw89TpRfAJ6OVk7l4mg0uFsraGXIatTTlHv1pCD4biX/5zL563WhVjlBkiR5AZuBmUKIXdXW\n3wJMEEJMkSTpH4AQQrxVuW0N8DKQCmwQQnSuXH8HcL0QYuZFzlOjPkEDBw5k+vTah3a1VI7mH+Wj\nXR/xw7EfKDOX0TO8J70jetMrvBe9I3qTEJxwScPoxAm45hqlzcwjj9TvuUuN+W9aDi8/zOHnvuL2\nBwPg6acdrc4FNOR4eH/n+3x58Et+v/d3dBonjPYVAoqKFC9Pbq7yWVgIFRXKVF5+2U9RUUFZdjn2\nsgq8KUenkdF4e501lvD2Pn/eywt8fZWycpGRjv72pqQYUQAAIABJREFUNUK9P6hUR80JahkYNyaS\nNnQIW4ATwKnKKRUY07Ezw/6zAh9/pS2KmhPkHEhCoLVbAUGrsizCilMJqsjFz1iIf0UhvsZC3GTr\nFeVcCoGErPFCEhZAwqoLwezWhpKgWygJvOmsQdToOUGSJGmA3UAc8EF1A6iS6cBXlfOtge3VtmVW\nrrMBGdXWZ1SurxMGgwHvFlLyt6FICE5gwagFLBi1gNzyXPZm7WVP1h5WHlvJ33/7OyPiRrBk3JKL\nHhsfD9u2waRJSr72yy83re4qdccz0BOTVdMiXHnD2w3nlU2vOKcBBMrbg6AgZerUqfaHA6v/p5St\nz8iAPdut9OpYoVSHO35c6W58+vS5KSkJRo9uMeXRVVRUXBPPIYPpKAQdAWG3Y96zF/sv60j/fAnz\njh3h46s789LPmzC0i3e0qiqVCEnCpnMHICcwhpzAGHSyHY1sR1QWSdDJNjzNZfgYi4guPE7P1M01\nbpQqIdDK5woreFgz8bBm4m08QFj2AtJi38PkWfv/R6tTI7+SEEIWQvRCCW+7ujLkTVFSkp4HrEKI\nry4poBEwm83o9fpaHdOSc4L+KjfUO5Qb29/IswOfZdnEZRyceZBvDn1Dn4/78MKGF9iWvg37X2I7\n4+PhppuUF9dNpa8r4Ozf/fCpwxgtWigpcbQqjU6QZxBmu5lJKyax/vR6ZCHXWoYzxstXUVysNEx9\n7TWlbHavq9zA3x8GDVIqwj3xBLz3HlitcNdd8NNPsHKlso8T6O+KOPN4aAnynRFXv6bOLl/SatH3\n64v3i8+RcPIE72dnswtYcdP1ZJ862SA6qjQONo0Wi84dq84DodFi1XlQ6h3MmeB4dra/kS+v/TtH\nI/uQ5xuJXapbM2+tMOJuyyYi41Ukue6NUqGW1eGEEKWSJG0ERgJHJEmaBtwEDK22WyYQVW25TeW6\nS62/KNOmTSMmJgaAgIAAevbsyeDBgwHlB5abm4u2sht61Q+u+vaLLVdR0/0dubxv374mP3/JP0rY\nnrGdp1c+zbzf57HyjpXc3PHm8/ZfuRJmztxDYmJpjfX917/+xb59+87+PevClcZDY1yPmi7v27fP\noee/0vKJrBNYSoE9e5xCn8YcD6HeoXzZ90t+zfmVJ9c+SYW1gikRU7g+5Hqn+XvWR35AADz22HFe\neqk1kyZ5ozfkk/y3vxEUGoq/wQA9e/KnpyeW++/nmttuczr9L7bs7PcHZx4PzVF+Q4wHUMdEc5K/\n5Kuv+New4aSt/42/jx6Eimsia3SUeQayvssdSMjYNDo0wo6HzcRdW97G22KolTwP43ESjgypl05X\nzAmSJCkYxdNTIkmSJ7AWeBOQgX8Cg4QQBdX27wx8CVyNEu72KxAvhBCSJP0BPAbsAn4C3hNC/HKR\nc14xnnfkyJE8/vjjjBo1qsZfVqVmjPt6HKnFqeycsRN3rft52+66C+Li4NVX6y5fjflvWtK3p/Pj\n+P/wyMD9sGyZo9W5gMYaD0IIfjn5CxOXT2RU/Cju6X4PI9uPxE3r+o1Er7lGiW78znQTbY+sObfh\nzz+hTx/HKdYAqPcHleqoOUEqVZSVlhLs748F1Jyg5oBsB42W4NIz3LbjPTxspjqJkSbXbjxUR1OD\nfSKAjZIk7QN2AGuFED8DCwEf4FdJkvZIkvQhgBDiCLAMOAL8DDxc7W70CLAYOA6cuJgBVFNiYmLw\nb8AQD5VzfDT6I1r7tabHoh78dvq387a9+y58/rkSdZOd7SAFVWqM3WJn43Pr6WvdBg884Gh1mhRJ\nkhgVP4r0J9MZHjuc17e8jvtr7mxN2+po1erNpk3w7LMQc+RnWpF/bsNHH8Hy5UqfoTNnlEIMKioq\nKs0AXz8/2uucNN9TpfZotCAEAsGpsG7YHJDLe0UjSAhxUAjRWwjRUwjRXQgxr3J9vBCibeW23kKI\nh6sd84YQor0QopMQYl219buFEN0qj328PoovWrSIa665plbHVLlYG5LGkOlouZG+kay+czVvDX+L\nB1Y9wIDFA9h9ZjcA4eFKKxOrVcnrfuABJR+7sfR1BZz1u5uKTXw56ktKk4/St78Whg93tEpNSrml\nnB0ZO1h+ZDl/ZP5BSnEKPu4+eLtfvkhAY/896yrfaoWd2+18/GI6c4duYtO9S/k8dg4n73hRSdYD\nWLwYbr8d+veH1q2VMtsNjLOO98bCWcdDS5HvjLj6NXVl+VbVCGpeSBIFfq3Z2OV2/j3sddZ0v5uT\nYd0xujVNMR91NKlcFEmSuLnjzdwUfxMPrX6IhTsXsvSWpYDSy/GDD5QKce+/D716wVdNWhZD5UoU\nJRfxv9H/I25AKFE7P0K7YI+jVWoyrHYr72x7hze3vklcYBw9wnvQN6Ivzw98nvZB7R2tXo0RAg7t\nt3Ni3jK8tqwjNPcg3UQSHbwCsLaOxeuGdnh3iYGwLhA0EGbNgqAgdpw4wdUjR0JAAGjrlniqoqKi\noqLSVNgqw9SPR/YhOaw7Vp07969/odZ5QrWlVn2Cmgo1ntc5kIXMgZwDLN23lAU7FpD9VDZhPmHn\n7WO1Km1ISkuVvo01QY35b3yWDFpC3A1xDNq/ELp2VRo8OSl1GQ8lphKSi5JJLk4muSiZ00Wnlfni\nZFKKUxjUdhAfjf6ImICYRtS8GkKAxQJG47mePzWZLy9XqvZVTaWlUFKCXFxCxZkS9NZS0iL7Yxh/\nDzFju+M3oIvyg2vGqPcHleqoOUEtB6vVSmFhIfn5+eTm5pKamkpqaioZGRkc3buXzGPHOGMwYEbN\nCWruSHYb7nYL9298Ed1fKhVfsG89coJUT5DKRVlzYg2z1sxCkiSGxw5n34P7LjCAQCnTK8tq03pn\nwyfch4CYAFi0Hf75T0er0+D4v+lP19CuxAbEEhsQS1xQHMPbDSc2MJaYgBj8PPyaVqG2bSE9/dLb\n2rWDwECleamnp/JZ1dA0MhL8/JQy1pXTZ8v9eXWBH69+5M+AQW50jQNNTTI4VVRUVFyQwsJCWrVq\nBUA7lKpawdWme4FuQGeUZHSVZohsR2e3gUYCIQgrSUVGgw0dQtIiSRKSEEjYkIQNm1sIJn0H4Pc6\nn7JFGUGJiYlnSy46s0xHy11zYg2Tv5vMsonLGN7u8nkkHh4wdCjMnp3IwoWXl9tcaay/VX0I7xVO\n1t4suuv1JK5dy+AZMxytUoPirnUnQB9AXGAczw18jhDvkAaTXae/5+nTkJoKR48qDUrT0iAzUylO\ncOYMbN2qNEiNiyPby4vw66+Hv/3tku7TqV3BFAk//AQvvqL8zpYvhx49Gkn/WuCM470xcfXr6ery\nnRFXv6bOKD8oKIgPglrxRWEBR4AuwKQxt9Jm3G2UxbanIrI16RoN6QAJkQ2vtIpjEAKtbCOwPI8O\nWbsJLjtDq7JsfE3FSJzz5pb4Dqc4cAxmj1jsukDsWj8422eoW51P77LvFlNTUym8WNdOlXrjrnUn\nyDOIR39+lEd+eoSU4pTL7t+lixLZo+I8hPcMJ2dfDtx9N6xd62h1GpzXh77Orsxd7M7ajVW2Olod\n0OmU2vGjR8PTTysNS7/9FrZvV4wjg0Hpcrp3L0E7d0JGhuJCvQRubvDoo/Ddd4p9FRICN9xw2UNU\nVFRUXJqHC/JZv2Yth8PCWQvkrf6enGsGUdEmSnWFN1ckidDSdPqc/o2YvKNEFZzAz1R0ngEE4FO2\nlbapT4Ckxa4LrGYA1fP0zhg3W5N43nvuuYdhw4YxderUJtKqZSELmb1Ze+n7SV/u7n43/731v5fc\nd8QIeOQRuOWWmslWY/4bH0O2gQ86f8Az3/RGev112LjR0SpdkrqMh1FfjOKZa59hcMzgRtSsAfn3\nv+Ghh5T5QYMgKwu+/BL69bvioV9/DW+/rRhE9ewf6RKo9weV6qg5QS2P0tJS/P39+QkwHT1zwfYJ\nCZFqTlBzQgjcZBsIGavOg17JiQw6+sNFdz3cdRdCoz9vXbdu3Rq1T5BTYrPZcHNz/aaHzopG0pxt\nKjksdthl973qKqUtiYrz4BPug85DR4l/NBw+7Gh1GpyfJ//sOgYQwIwZikfo9tth82Y4cQKWLlXm\n9+1T3D0FBUqlkb/g7684jg4danq1VVRUVJqSKgMIIB8ozs9DNWibOZKEVeuGVaM8c2pl2wW7yGez\ndxo2Ad1ljSC73Y6mlu5RtU9Q7eR2C+3GZzd/xr0r78V2kUFZxalTYDDUXG5zw1n7ZIT3Cic7Uyax\nogLy8hytToPy2JrHWHl0ZaPIbpS/p0YD0dHw0EOcGT0a7rxTMYqefx6mToVhw6BDh3OFEyIjoWdP\nGDGCUV9MZs/gJzk+7XVmX7WFjAwH6N+E8p0NV7+eri7fGXH1a+rM8v38/FgQHsFEYCHwzHU9mNap\nNT+MGICwX75KmIprI0katHYr+9sOxODhf942DTbsGi+iTs8kPON1Agp/QJIt9T6nyxZGkGUZrdoD\no1GRJAl/vTIQX9v8GsPbDadvZF/0uvNdkcOGwYIFjtBQ5XKEdgsl90ieUp0sKUlJLGkmLNy5kL3Z\nexmXMM7RqtSOIUM4LklEXippWAgwmRSvUF6eMuXm0iYvj1EVmXT6aSBnFv4L3qpXr2kVFRUVp+Wx\nrDM8uHsPtnXr0GzYQMGmRKLSU5ndNZrTSZmOVk+lkRAS2LVu2IEc/yi8c0vPyw3SyhX4VeyCil3Y\ni9wJKFpJStySep3TZXOCxo8fz+TJk5kwYUITadUyEUKwLX0b3yV9x+a0zRzJO0L7oPY8d91zTOo6\nCYA33lAirr74omYy1Zj/pmHDixvQumm5Pv0L6N0bZs50tEoXpS7jYcI3E1h6y1J83FtAsdRVq0h5\n9b8E/Pkrvl52tB99AFOmOFqrRkO9P6hUR80JUgF4vf8APtjxB2+88CpTX3tRzQlqxujsSn6QkCR8\nTMUEGHIILc0gpOwM4SWp+JhKkABZcic15n3aXfNAy8sJatu2LYGBgY5Wo0UQ5R/FkNghjGo/ioTg\nBA7kHOCPjD/Obo+Lg+PHHaigykWRrTIaNw1otRfNNXFlNJIGT52no9VoEsr3nyRprxH3DjFo9e5K\nftHVV8N/L12sREVFRaU5MWT+u+QDfq+96GhVVBoZm1aHTeeOXetGiXcIqWFd2dX+Rn7uPZ3Phszl\nvVGKQasRFmKTH6jXuVzWCJo/fz5Dhw6t1TFqTlDN5f5y8hfGfjWWwLcCufrTq1m4cyFWu5V5Q+dR\n+o9S5o+cf3bfQ4cgMrJx9HUFnDUm3m6xo3XTkrhxI/Tt62h1GpRCYyE9FvXg1U2vUm4pb1DZzhYv\nLz/+JFMDV/HWpL0c3JiPXFAEc+cqLtixYxUX7B9/QHY2COF0+rs6rn49XV2+M+Lq19TV5O/du5cR\n113HZ8CNYRENKlvF+ZDsNnQ2M25WE1q7FZ3dQlB5HvFZ+xlx4Eumb5wDgF3SU+p3+cJdV8Jlc4JU\nGpdFfy5i9fHVTO85nft730//Nv2RpIt7GxMTYeTIptVP5cpU5FcQ1rkVlpSUmnXZdCHWTVnHzyd+\nZvJ3k4n2j2Zqz+ZbKt/XV7Fx/u//4NZbobjYk4EDRzJ86nWMKf+GqJU/oklNgZQUKCujT5s2MG0a\n3HGH4qZVUVFRcWHMZjO+skynqGjW/PqH2iy1mRJQnkvb3KMEGPPxMRXhayzG11SIp6X8gppwdnSU\nBtxIZptXge51PqfL5gSpNC422caWtC38dvo3VhxZgcVuYWjsUAa1HcTA6IHEBMScNYqGD1d6ck6b\nVjPZasx/0/D1LV/TY0ggnT6Y5dTxinUZD6O/HE1iSiJXt7maT8d+SmxgbGOq6FRkZsKmTbBhAyxe\nrKw7fRpiY4HyctizB775BpYvVxoLTZoEXbtCRIRSdS4oCC7xQsMZUO8PKtVRc4JUAO7088OnrIxR\nSZlM6NRazQlqTghwt1uQJZAlDf7lebTNO0rr4mQCy3MIKM9HKy6sDCjQcjxhNQl9RtU5J0j1BKlc\nFJ1Gx+CYwQyOGcyrQ17lYO5BNqdu5qcTP/HMr8+QU56jlM/udS/5+dC+vaM1VvkrNpMNTUQYnDkD\nZjN4eDhapQbDQ+dB1lNZ+Hr4OlqVxkOWwWikPN/I/j+MpCZVkJ9upCDDSHGWkYqUCp5pZ+SG64y0\n/cUIpgowGpVJr4dx4+Dnn+Gppy4uPykJEhKa9jupqKio1IE39+5laPv2+PeOd7QqKg2NBBad+9nF\nIt8Iin3COSxfB0LGptGht1bgX55PcGkmIYYzxOQl4W02Enbm3Xqd2mVzguqCmhNUO7kGi4Ht6dtZ\nsm8JK46sYGfmTrLKsrDKSpL9/pz9ZGcr7U7M5sbR1xVwxph4m8lGxh8ZtBncnkSA0lIHa9SwpBSn\n0GZ+G97a8laDy3ZIvPzDDyvemarJwwN0Osz+IZhiOtJ+ygCGzh/L7T9N5ZFTTzJH+yqL+33EW72+\nYZj8K5q9u8+GwyVnZEBYGHTvDq+8Av/7H3z/Pfzyi9Kc9ffflRjWjh0bTv9mjKvlTzQ3+c6Iq19T\nV5NfVlbG+4sWUaZz46ixokFlqzgnoqqBqs4DodFi9PAlOyiWQ22vZWPX21kyZA4nwzsRUPprvc7T\n6J4gSZKCgPWAACIAO5BXuXyVEMJWuV8osBiIAhgzZgyrV6++pNwjR44QExODl5fXZc8/d+5cPvnk\nE0JDQykqKuKNN97gjjvuAGDOnDlcf/31tS6wcCWOHz/Ogw8+SHFxMRaLhYEDB7Jo0SKMRiMzZszg\nwIEDCCEIDAzkl19+ueJ3aEpyy3P5ZPcnfHHwC1KLU+kS2oXOIZ2JDYhlaOxQYgJi6NiqIxG+SnKi\n0ai0NVEjD5yL3R/vJuqaKLypUBp1Bgc7WqUGRRYypeZS/nvgvzxz7TOXzFdzGZ55Rqngt2kTnDgB\nFgsps/7JqF9nc/QoFOZATYthpiYmEnupPkQqKioqLoAQgqNHjzJv3jx+/GYZN9msrAF6eHnhVqEa\nQs0OIdDarWgqS2PLGi1C0qCzWfCwmfC0GvGyGAgqzaBVeTa+xmIiilIoDLoNWFHn0zZpTpAkSS8B\nBiHEBf4rSZIWAYeFEAslSRIHDx6ka9eul5TVs2dPlixZQq9evS57zrlz5+Lr68vs2bM5efIkffr0\nobCwsEEbrcqyjEZzzqk2cuRIHn30UcaMGQPA4cOH6dKlC2+++Sb5+fm88847AJw4cYKYmBjc3Nwa\nTJeaIoTAYDGQU55DjiGH4wXHWXV8FRtTNnJbp9uY0WcGvcJ74aa9tG5WqxJtc++9Sp6CZw0rFqsx\n/41LeV45H3b5kKkbpxKadwSefx62bnW0WpekLuNhS+oWrmp91WXHp9Nht8N//gM2GxQVKQ1RCwuV\nz4ICyMmBlBQqvFqRb/XnGf1CBs0dxtSp4O3taOWbDvX+oFIdNSeo+SOE4MiRI6xbt47t27Zx8s/d\npGdm4Gm1Mg54Agju0InEr1dh9/JiQkKkmhPk4uhsZmSNFl9TCWElGQSWZeJnKsLXWISPqQRPiwEP\nm+m8ZqmyAFnjhUYSFARNIi/sAWStL926dXOZnKDLKRkBrK1aqDKAysvLGTduHMXFxVitVl599VVu\nvvlmrFYrixcv5rfffiM0NJQ2bdrQt29fZs+efckTtG/fHm9vb4qKiggODubee+9l7NixeHt7s3jx\nYpYtWwbApk2beOedd1i1ahXr1q3j5ZdfxmKxEBcXx5IlS/Dy8iI2NpZJkybx22+/8cwzz3D77bef\nPU92djatW7c+u9ylSxcAsrKyiImJObs+Pr72sa0WuwWDxXB2KjOXnZu3lF18m/XccpmljLzyPHLL\nc5EkiTDvMMJ8woj2j2Zcx3EsvnkxgZ4Xf+UsBJw8CVu2wJo18OuvSvGpFStqbgCpND7J65MJ6RxC\nSOcQ+Oef0KePo1VqcPZl76NPZB/ccCEjqKICpk8/f11YmFK0oF8/uOceaN+eXr28OH4cDu+Azp0d\no6qKiopKQ2MymcjJySEnJ4ejR4/y22+/cXDLFlLT0/G32eiPUudrEtADiAOSHn2KAw8+hnDAy2KV\nOiIEkmxHI2QkIRRDRgK7xg1vcymRRcnE5eynTcEJPK0X9+rJSNglLzRYAQmLexvKvXth8B2Ewbc/\nQtMwD53OVBjhA+AbSZIeBcVgiIiIwNPTkx9++AEfHx8KCgro378/N998MwaDgQ0bNnDw4EHMZjO9\ne/em7xV6oXz88cfEx8cT/JfQoOHDh/Pggw9iNBrx9PTkm2++4a677qKgoIB58+axfv16PD09efvt\nt3n33Xd54YUXAAgODuadd95h8F9CT5544gmGDBnCtddey4gRI5g2bRroYejEoUx7dBofb/qYhO4J\n9BnQB68Ar4saMuk56bh5u11g2NhlO74evvi6++Lj7nN28vWoXHY7ty7CN+L8fdx9OXboGDdedyNh\nPmH4uPuc1VmWlTYjx/YrXp3cXOXFdG6uMmVnw+HD4OcH/fvDTTfBe+9BeLhyfGJi4gXXoaXgbN+9\n3Yh2bHlzC59e/SmDewkyNv/GkMxMqGaYuzqPrnmU749+z8TOE2kf1J4gzyAC9AEEegbi5+GHRqp7\numOj/T19fUEIdn7+OVe1agVHjsDf/6780NavhyeeAC8vFi6EG2+EDz9UKpvHxytF3SIiFBEO07+J\n5NeFuXPn4u7ujl6vx8PD4+xUfflK2zw9Pc/z6Ffh6tfT1eU7I65+TRtLvizL5OXlsWrVKqIiIkhc\nuZJf160jNzubYosFkxCEAWFAJIrBMw7oB7TR6Tj24GOk3jKRiqi2HAAONLiGLZAqQ0QIxTih0igR\n4kKvhFS5VaqaNAgkNMKORpbRCDta2Y5W2NHKNmVetqGTrXhYjeit5Xiay9Bby3G3mfCwmnC3mXC3\nGdFbjQSW56CTbeed0o4WgRtIWiRkJGxYPNpi8L6act8BGD07Y9MFN1pF06YOh5sDlF0sHK5yewAw\nEvjKx8eHmTNnotfr+eWXX0hLS0OSJAoKCnj88cf54IMP6NatG6NGjQJg7dq1+Pn5MWDAgPNkJiYm\nsmfPHvR6PQUFBdx1113EVfbOWLlyJR06dKBTp06sXr2a2NhYOnXqxHvvvcfDDz9MSkoKK1euxM/P\nDwC73U5UVBRjx45lwYIFTJs2jaKiorPeHRMmssnmDGdIt6WTZc2iXJRj09vw0HjgjTdewgu5XMZU\naqIkr4SuHbri7+mP+1/+FWUXER0efcF6LVqkyzrULkQIMJk8MRh8OHEiHU/P/pSUBFBS4k9JiT/F\nxQGUlvqh15vw9y/B17cMb28DPj7leHtXTQZCQvLx9r54Y8qUlJTzvFyXY+7cubV2Zc+ZM6emuzc5\ntfnuTYYAjoCUCNqKIm6VfyVpdGcOXSbE1FHUZTxMnjOZPPLIJZdiijFixIQJI0asWPHAA0880aPH\no/Jf9d9R1XL19VXzeRl5tGvTDnfcccOt1r+3K1E1XmKTk5n6n/8AYHZ350R8PBWenhj0PqRXRJFp\niSS9Ipq0imjSK6JILW+LSaPHx7ccX98yfH3L8PEx4OOjzPv5lREUVEBBwUFiY2MaVOeL6d9Y1GU8\nvPTSS9jtdmw2G3a7HYvFgslkwmQyYTQaz85fbhJC0LVrV2688cbz5Df291XlX57ajgdo/P8zXP2a\nNpb8jEOHeOfbbwmoXA4BrMBS4JrK5fKotpR27ERJhwSyBw2jqEfvWj/gumQ4nBAg25GEjCRkNEJU\ni42S/mKAaBCSBgmBRrZXGiHKpJXtaGTbWSNEZ7eila3o7DZ0sgWd3Yqb3YybbMbNbkUn29DK1kpj\npeo4G1r7X9cpMrSyckyVXI2Q6/U/oE24oZOUYlp2SY9dG4BV1wqrLhSrRyQ293BsulbYdK2wukdi\ncY+GWr7ErE84nMOMIEmSHgZmoDyu3SSEyK62nxgzZgzTp0+ntLSUX375hS+//BKNRkNsbCybNm2i\nR48eTJs2jfnz5wPw1FNP0bp16wvC4arnBK1atYqZM2dy+vRp3N3dz4bDjR8/no0bN/L+++/z0EMP\n8e9//5sVK1awevVqvvrqK7788ssLvkt0p2j++b9/ctJwkn05+9iTtYessix6hPegT0Qfekf0pnNI\nZ8J9whk1aBRfLP3igvylWbNm0a5dO5588slaX0shoKQE8vOVKSdH8dZkZSmff5338lK8NuHhEB0N\nbdue+2zbFqKimi6kTY35bzpku8yR5UdY/9TPdDHtZviDcfD6645W6zwaejzYZBvFpmKKjEUUmYoo\nNZeeFw5a5Xk9O289t+2v+5ntZrzdvM/zvvp5+BHoGUiQPohAz0AC9YFnP4M8g+gW1o1wn/CaX4DU\nVKWPU9WPuaDg/M+qKSPjvMMOjXueX657jaws5beenq6Eq5aVKd6jXr2U3l2DBtVcFWegLuNhzpw5\nVB8TOp0OLy8vPD09rzhV38/Nzc31i2w0M9ScIBfCZsPepw+aw4dBlskRgueATcAZQC9JzLnnfqKf\nnVuv0ziTESTZFWNEksCu0SEJGU9LOd4WQ6V3pAK9xYDeUoaHzah4SGyKh8TNZkb3F+NDe9ZwsZ2X\nD+OqyJIHkrAgIbBrvLHoQrC4tcGsj8Oqj8asj6PCu34h+66UE3QWIcSHwIdVy5IkDQH+EEIYAU6f\nPk10dDRbt24lNDQUjUbDxo0bSUtLAyAhIYENGzZgNpuxWq2sXr2aBx988LLnHDt2LJ999hlLly7l\ngQceOG/b9ddfz/Tp0/nkk0/OVo/r378/jz76KKdOnSIuLo6Kigqe++U5FhxcgOZWDQv3LOSqqKsY\n22Esc66fQ8dWHdFqtKxdu5ZhXYeh0+nIzs6mOL+Y1q1bs23bNjp37kxAQAAWi4UjR44wZMiQC/S0\nWmHvXqXibWam0ual6rP6c5KXl1L0q1UrJbUgPFwJmeneXQmnqVoOC1NzdloqGq2Grnd0xcPPg/+N\nMTJs3WokJzOCGhqdRkewVzDBXvWviGeX7edCRSC+AAAgAElEQVSFqZaZyyg1l1JkKqLQWHjW0Eou\nTqbIVER+RT77s/cToA/gloRbeH3Y6+h1+sufpOpNxNmT2pUf/K5d8MUXkJam/OADApQffEgIdO5M\n12fuoWuHC8WdOAG9e8O+fco9ZMOGel8Gp+fll192tAoqKio6Hdr9+5V5m43wjAw+PXqU7W+9zaTE\njWQKQcDnn+D2yGysfv6O1bWGaOw2NLKt0shxO2vk+JpKaGU4Q3BpJv4VBfgZC/ExFeNuNztaZadC\nI85dD61cjqelHE9LCpRvObv+ZPuvMXl1cYB2zpUT1Ad4X5IUv9mMGTPo06cPMTExjB07lh49etC3\nb18SKpv7bd++nVdeeYUePXoQFhZG9+7d8fe//I8qMTGRF198kcmTJ/PAAw+c98ZPo9EwZswYPv/8\nc/5TGaISHBzM0qVLufPOOzGbzUiSRJ9ZisXqVuJGhHcEWRlZxATEcCz/GEarkfZB7Vm3bh2PP/44\nnpWWxzvvvENoaChr165l5syZgBI7O2bMGMaPH3+ejrNmwfvvQ1RUIv36DaZ1ayWVo0cPxaAJDT1n\n+Li7U2saKxa4JcaFV+HM310IwefTPyd/RSq3e/+M9OILjlbJ6an+99RqtPjr/fHX1+w/7FOFp/j5\nxM+8t/M95v8xn/t730/nkPOrG5yVX1ysVO07eRJOnTo3paYqP/DOneGuu2DePMVVW4OEoMJCGD06\nkVmzBvPCC8qLkobGmcd7Y+Cq+RnNRb4z4urXtMnkx8RQ6OPDdYkbeQ54FTh574Mc8vVrtHM3CEI+\nG5IVk59EeHEKoaWZBJedwctc2sAB0i0TWfLA6NWNwqCJmPUXeZvXRDSpESSEuKQPVAjxDvAOKK7L\nJ554AoBWrVqxbdu2ix7z1FNP8dJLL2E0Ghk0aBB9LlIF669xwb179yYpKQmAzz777LxtCxcuZOHC\nheetGzx4MDt37jxv3Qe2D9ievp3UklS27N/CkbwjrDu1jrSSNE4WnsQ7wpv4Z+IZGD2Qlwe/jIfO\nA4ApU6YwZcqUS10CAIYMUaqt5eQoz0O+vkoFtogIGDbssoeqqJyH3Wpn9f0/UrjyMA/FbsXn52+h\nTRtHq9Vsuevbu/jm8Dfc1e0u5lw/h3Edx+HrcQnDJStLqXYASrWRO+6ABx+E9u0hNrbOrtuHHoKE\nBMVuUqO6VFRUHE1gYCD3A58AB6NjiIltz0BZbtA2JQ1OpQGkkWUyWnUkvVUHhCRhlxSdq/Ju3G0m\n9JZyfEzF+Ffk42suxctcire5lNDSTHSVjeVVLkQjzBQGTqDUfyhC47jKf02aE1RTahrPO3nyZI4c\nOYLZbGbatGk888wzTaDdOYxWI1mGLDJLM0ktSSW1OJXk4mR+T/ud4wXHAdj/0H66h3W/rBybDfLy\nlNydnBxlSk1VCkZt3nxuP5NJaSTv6qg5QY2PuczM8lu+QntwLxN6ncb926/Ax+fKBzqA5jIefj31\nK29tfYv9Ofv5dOynjEsYd+md7Xb4+ms4fRqSkpR6848+qkytWtVZh6FD4amnYPToOotwOM1lPKg0\nDGpOkOtjMhj4pnt37k9OxgYkAUeOnqmzPGfKCTrvPLKMqFZhMsCQy9Tfm3f4eX2wS15oRQVm9yhO\ndPypzm/uXDInqCG4WMGChkYIwY7MHfx55k/2Zu3lVNEpsg3ZZBmyMNvMRPhGEOETQUxADG3929I3\nsi+3d7md3hG98dMFk5QEa/acM26qGzpVU3ExBAUpuTtVU3g4jBkD992nvBzu3x8uUr1VReWirLrv\nR3z3/87YW3VoPvoedC79U3cJ4lvFc03UNaxPXs+ak2subwRptTB58rnlzZvh+uuVm0FlsZfaIgSU\nlkL5xQs4NmuqWiqoqKg4HqPRyKJFi1j+xRdkJCWRZzQSB8wG7gPcb7vTwRrWAbmyTDRKyWkAodFg\n1+jQyDJudjN6qxE/YxFBZWfwspQRUprpYKWdFztapSKe0FISMMZhoQst6smotnGwQgh6/bsXxaZi\nboi7gX6t+zG5+2QifCII9wknQB/Apk2bzpO5cycsXwQvb4X9+yEmRolAqjJs2rRReldWN3iCg5Vn\novroWlNcTa4r4GzfXciCEz8f5wm/jWg+PkXiX8aoyuWp7d9zyd4lvLP9HXLLc7mjyx0cmnmILqGX\nTvK8QP6sWUoBhBkz4PHH66x3WRns3g379iUycuRg/Bop7N7ZxjvAihUryM/Pv2B9UFAQs2bNumj/\nn5rSbPIzXFS+M+Lq17Qx5X/yxhv8OH8+GXl5PAQMADoC5rh4Tk25n0OT7naqWF2tzYJGyNi1OiQB\nnhYDepvpbGU3T0sZnuZS9NYK3G1GPGwm9JYK9FYDnpZy9NZydLLd0V/D6bFVNj61uYVg9OxMhWd3\nTF6dKffuDZLjwuFc0ggSQrBnz56L5gA1JJIkERsYy9qTa0nKTzpb5UkrVSZLc2Gy9I03Ki9zQcnv\nSUg4V6Wt6jM2tl4RLyoql6UkrQR3dwnPTrFO9Z9Nc0QIwaw1syi3ljM6fjQ6jY51p9aRlJ9EtH80\n8UHxBHoGXl7IsmWg1ys5Qvn5ypuTOuDnB99/r+QDvfeekkv42GOKN7m5U1hYeME6IQQpKSkUFRXR\nSr3hqqg0CYM++YSDeXnkAr8OHs7BG0bToUdvwqNj0Lk57mH3UuitFcTn7Cc6/yghpYoHRyNkR6vV\n7DD4DyEv9D7MHu2d6rnEJXOCTCYT/v7+mM1NU4rQYDHwR8YfHMg5QFJeEkfyj3Cy8CSl5lLa+rcl\nJiCG2IBYYgNjiQ2IJco3FlEUQ9apVpw5I53XtycrSyl44OGhGEjt2ikV38LClM/q8yEh4IT3jHqj\nxvw3Ljazjfdi5nNH+WIiT25WBpMT0xzGw5myM2xL30ZqcSppJWmkl6aTVpLG8YLj+Hn40TW0K1O6\nT2Fy98kXHpyXp1gtr72mLJeV1St/KyVFia5buFDJLczNrbMoh1CX8WCz2Zw70Vqlzqg5QS7G7t1U\nfPYZ3374IYdR8n+SgDQgWpIIDQwifsytDHrocfyD6vZyokFzgoTATbYjCTuyJGHX6HCzmdFbypUi\nB6ZSfM1FeJvL0FvLz3p/PC0V6K3leFgr0KpG02URSMgabyRhBWSsulBM7rEYvXtg9uyA0bMzNvda\n9Nb7Cy7TLLWmXOkGVlZWRkREBAaDoQm1upBySzmpJakkFyWTXJx87rM4mZTiFGyyjdiAWNoFtuPF\nQS/SJ1LxXAmhGEVHj0JysvIMlJOjPKzk5p6bz89X3u5WGUeXMpbCwpQ2I65iMDWHh15nZ8d7Ozg9\nfyV3jjfDP//paHUuS3McD1a7lYO5B9mZuZMVR1awPnk9AIZnDXi7e4PRqPxwy8qUAwYPVpr7DB1a\n56oGBw7AK68oBtB11ylht+PHQ6dODfSlmojmOB5U6o5qBLkuQpax7NuPbdVqbN99S9qB/RwAvgIE\n8OTK3yjt2PkKUi7EEYURJCHQynKll0hGALKkwa7RopXtuNktuFWF0VnK8TMWEGAswNdUjLepBP+K\nfPxMxfXSobkh0CJrPJGEBasumIy272D06lZrOS3OCCosLCQuLo6ioqJayW2MONjLySw2FZNclMy1\nn13LnV3vZPG4xbWSO2jQYIqKLm4gVZ+v8jDFxCjepWHDYNKkizsAnCEnqLk95DhjTLzNZOP9+AXc\nWrKU5I+fZ3BlA2BnxNnGQ33+nt8lfceEZRPwcvMiNiCWfq370S+yH4PaDqJLSBckSVLkDxwITz8N\nq1crP2J3d+XHm5CgWC0JCdC1K0RH1+i8NpvSE+iNN6Bz50RGjaqb/jWhscd7cxoPqvz644xGkKtf\nU0fLX//DSmbeegvzx9+B+fV3ay3fWavDXXBeIZR8IdmO1c2DwYeW0yN9a5Pr4QrIaMgNn0V+6P21\nPrbFVYez2+1OHfpgl+1klGbw55k/2ZiykRDvEN6/6f1ay9FolNyhqr6Jl8NkUnou7typvA1+7DGw\nWtWiYC0VnV7HsLdvYN1TZbRfslTpQ6PSqNhlO69tVkLaMmdnEqAPuPTOWq1SBW7+fMU1nJurlMo+\nelT5XLsW9u5V4mUXLYKePS97bq1WyQHq0KHOLYZUVFRUmoRrR96INzDmu685FBXNsZlPOFqlRkFI\nElatDjQavMylRJSkOlolp0UCwrIXYtf4UhQ8qenO64xv2K/0FqeoqIh27drV2hNUX2Qhk1WWRbYh\nm5zyHHIMOeSW55JTnkOWIUvJBShJJ9uQTYh3CL0jenN166uZ0n0KbQPa1umcFguUlJwfMldVWvti\n8wDx8TB1KjzxhHOW1Xa2N73NFSELFsb9i9vyPiIycxf4X1jIwxloLuPhUO4hun3UjS4hXdj/0H60\nmnq+qLHZ4P33YeVK2Ljxirv/7W9KHmETt0trcJrLeFBpGJzRE6RSO/Lz89m7dy8bN25ky4aNHNqz\nm7ZWKy8CPSbfy/4X59VKnlN7gmQ7WtmORsjIGi1C0hBZlMINB/6Dr6mkaXRwQWQkNAhyQ2eSG/5w\nrY5tcZ4gd3d3unbt2iTn2pe9j3m/z+N4wXFOFJzA18OXCJ8IwnzCCPNWpkjfSPpE9CHKP4po/2gi\nfSNx17pfUqYsKwnLx48r08mTSv5PcfGFk8WiPLsGB58rqV2VB9S374XrvL2dqvCGigORNBIxw+NI\n/rUfkVu3wk03OVqlZsnh3MMs+nMR2zK2Afw/e2ceH8P5BvDv7OaOHHKRi4grxFVHCUooqqibH1pn\nVUsv1aqWHrSqqqqqVa1S6ip1lTrrSt23CBK3EElIIve9x/v7Y0KpI9cmu5vM9/OZz+7OzjzvMzNv\nNvPMc+Ff0R+VZICnD7Gxsiv3xAnZW5TPH7afH3z1FTz1FHTsWPzhzYlPPvmEWrVqUaNGDfz8/KhU\nqRKS8kOooGA0UlNTGf3yyxzYupWkjAwaAvWAQUAnoIqNDft/XcXpxs2Mq+h/EQKVXivn/giBBCCB\nQIVepUIvqVHrtVjoNVhp5d5AtppMuYhCVhK2mnRsc9NxyryDU2YC9jmpKL9ED6PFGkllgUqfjdbS\njRTHDiS79CTbNqBU9TBLI8je3p59+/YVer+ixMFuubSFdRHr2Dd8H/U96uNg7fCwzJb5y4yOhnnz\nYN8+CA0FBwc57L9WLdlz07y5bOw4O8tLeHgIXboEY2dnWKPGFHKCyhqmeuzx4fGcX32WeuIQPP2d\nsdUxGwpzPYUQ1JsnP5AZ33I8i3sspn6lJyd2PlK+Xi9XSzl7Vq5w8PffcjhccDDMmlWgH4HXXwed\nDjp1CuHWrWAqVSrQIRQaU5zvkydP5tKlS1y8eJHffvuNrVu3Mm7cON56661iyzZ2/kR5l2+KmPs5\nLWn5e/bs4cCbb7Lj3Dk2Ak2B+HYdufFCb24FdyTUzo7QEhu9EOi0oLbAJf02FXLSqJCViGNmAna5\naVhrsrDSZmOlzcY679VKm4WVNhcJxctYFPSSDVoLFzIqNCXTvgnZNrXItvFHqOyMppNZGkGlyXst\n3+PUrVNM2DmBvcP2FlnO8OHwzz8wbRqsXSt7dp5EfLzs1VFQKAp6nZ7VvX+no7STlPdG5D/hFIqE\nQLC011Im7Z7E1we/5uuDXxM+Jpw67o8pyRYbi/uePbBxI9y4IT8diYmRDSAnJ7kYQoMGMGIE9Ool\n19LPh8xM+PxzucZCdDQMHiyHxZUnVCoVWVlZ/PLLL8TGxtKxY0cSExOZM2cOHh4euLu74+HhgYeH\nB66urlgoyZIKCgZHp9Nx+PBhts2Zw5lz5xgHZP2xmY0NnjK2ao9GbYFal4tD5h06nF1FhRwlXK2k\nEEC6QxA3/OYYW5UHMMucoNLmwI0DtF7UmnNjzlHXvfDlHEGuiDtvHnz9tZy43LKlfL9Tvbq81KhB\niXV4NzWUmP+S5/K2y+wZ9Tsjn72GtOhXY6vzRMx5Pny1/ys+2PUB/er2o7FnY/oH9se/ov+jN9Zq\n/61j7+AgVzBp1kxukurpKTdMLQKzZsHHH8tG0DPPmH8xFEPNB71eT1JSEjExMURERHD27FnOnj3L\nkSNHcHBwoHfv3kybNs2guisYHiUnyDzQ6/XMqVmTN69f55BazYjcXPbXrc/+ddsNPpbBc4KEHu/E\nq/Q9WvgCVgpPRo8FSGoyKjQj3mMkmfZNDD5GucsJKm2aeTdjQqsJdFraCRsLGzr4d6Cjf0faVWuH\ni61LgWTY2sK4cXKxggsX4OBBuRDUkSNy89Rr16BNG9lQKmBVXAWFx5JyI4VKFTKQmjQ2tiplmjZV\n21DPox5RqVG8G/Tu4w0gkK2T7Gw4cAD++EM2gp55Bjp3lpv6NGhQJENowABZ5IABMHGiXBmyvKXD\nzJ8/n7i4OLRa7UPfqdVq3N3dadSoEZ06daJatWp4eXkpOUMKCgZEpVIxYsgQ1JMnU1GSSAK+9KlC\n7ZtRePj4Glu9JyIhEe1agxVB4/C9cxG39FtUzIijYkYc1tpsY6tn1qjQkmlVg1TH9uRamd48KFee\noOLGwQohOBN3hp1Xd7Lz6k4ORB2gpm1NBjcfTJBvEI0qN3piQYQnkZEhN4nv1w8WLICTJ80rd0fp\nExRsbDUe4NiPx7g9dy3dXvMmpH59k9PvfkxtPhT2eur0OpafWc77O97n1SavMqXdlILJT0+HNWtg\n/345WfDiRTkk7soVuS5+ITl3Tu61Onx4CNOnF1z/wmJqfWEkSRLR0dG4ublhZVW0398nYe75GeYu\n3xQ9QeZ+TktU/p07XPjiC6K//ZZfgb8Bb0mi00sjaD7pc4MMUaLV4YTAUq8DoUOnssBKm4VLaiy+\niZfwTI6kckoU1tqsoqpebtGrbEFo0Vi4k+rYnpSK3ci2rWuQJ3blzhOk1+s5deoUTZoY3q32JCRJ\nokGlBjSo1IBxQePI1GTy9Z9fE5EQwa+hv3I9+Tod/DswuMFgXqj9QqEqRNnbw9SpcnsQLy/ZG9Sr\nF7RtK4fOVahQggemUOao3Kgyh+IroN+8BeoXvgOzQsHI1eWy48oODtw4QIYmgy2Xt+RrBAFyL6CN\nG+H4cThzBqKi5Aop3t5y058isG2b/DClRo0i7W7WeHl5GVsFBQUFAFdXYrt3p/2sWbSJiydz8hRe\nnTeXGUsXckmrJezTL42t4ZO529sn7/Y426oCMW41iXWtgYUuF53KAgtdLvbZyVRMj6Ny6g08Um/i\nnnoTu9wM4+puwqj0suForYnB7c4K3O8sI87jVeIqv2FUvczSE5STk4ODgwO5ubmlqFX+xGfEs+ni\nJuYdn0dydjLjgsYxpOEQ7CwLV/kiOxsOHYLdu+ViCidPQmCgbBC1bQutW5tsy5cCYWpP/ssqC1v8\nQtCFxdTd+5NJG0LmPB9GbBjBotBFdKvVjY/bfEwTzyb59wc6eBBatZLfN2ggh8O1ayfXuPbykvOF\nivB07Pff5d6rkZGyR3nWrALVVTA5zHk+KBgeU/QEKRSc9PR0HBwcaA2069AZpzfexce/JpbF8Nqa\nUp8glRBY6HLRqtTYZadSM/YUdWKP45YWq5TGzodo709Icu1XbDnF8QTlawRJkmQN7AWskE3jNUKI\nKZIkzQBeAHKAK8BwIUSqJElVgQjgfJ6Iw0KIMXmyGgOLARtgixDikW2C8/sB0+v1qNVq9Hq9ScZ1\nCyHYd2Mf3xz6hh1XdlDdpTq1XWtTx60Og+oPenzlqMeQlSXnDv3zD+zdC4cPyzlGlSs/uPj6QrVq\ncpP5atVMt7qccpNTOkSsj+DAW6t5ud0VpCW/GVudx2LO8yEjN4Pvj37P2oi13E6/zc/dfub5ms/n\nv2N0NOzcKZfEjomRl4gIuePxypXwv6J1zD54EF58Ubat1qz5tw6DOWHO80HB8ChGkPlzaczrbJz3\nI8eAMCAKaGZfgRbvTqTpoGGFlmdKRtBDYwmBWq9BrdNQOSkS7+SrVMhOxS43FfvsVOxzUrHRZJR7\nA0kv2cjhcZaVyLQJINMhiDSn9mgtC1/atESNIABJkuyEEJmSJKmBA8BbgCOwWwihlyRpOiCEEB/m\nGUF/CSEaPELOEeANIcQxSZK2AN8JIR4qHVKQHzALCwuysrKwLMR/+ZKIg32cTL3Qczv9NuHx4ey8\nupPtV7Zz6tYpAKLeicLH0afIuur1cOeO3Evx1i15iY2VI2quXYOrV+WiCyDfEC1bVjC5xUHJCQo2\nthoPodfpmVtrDr6xP9Hz0i451MoEMbX5UNTrufPqTkZuHEn7au2Z9dwsnG2cCyc/KUmube3iIj/R\n8PL6t3Kcm5ucJ3T/4uLygNfo5k15t9GjQ5g7N7jEiiOYWg6Iqc4HRb5hMEUjyNzPqbHk5166jGbp\nUtIXL2Zb1A2mAdWBAX/toULN2gWWb8pG0ENjC4FFXo4RCDQW/xa/6XHsJ/wSzj9+53KEXmUDQk+q\nQxtueU8slDFU4jlBQojMvLfWefsIIcTO+zY5DPS57/NDykiSVBlwEEIcy1u1BOgJFKl+oqWlJRqN\nplBGkCFIzUnlZurNe8v+6/tZt3Ud8ZnxxGfEk5CZQHym/Opk7URV56pUdapKO792vN/qfdpWbYun\ng2eRxhYC0tIgLk7uIxQXJy+3b8sPlqOjZYMoKUn2FGk0cvNEhfKJSq0iaHxrDn92A+bOlZtUKZQY\nHfw7cGb0GT7Y+QH1fqzH6n6rCfINKriAihXlWNi4uH+9Q3eX8HBITJSfcBw/Lv8YgJwAdOkSINu4\nkybBzJnwzjtyipGCgoKCqZDi7MTZdsHss1Bz4tBhKhw6yNaUFOq90I7Wxy+iLUPJz5JOi0rokYQe\nACFJ6FUWqHUarLVZZFvagdJ09R4qvVyFzyl1F86pO7kQsA2NVck/uC2oJ0gFnEA22ucKIT78z/cb\ngZVCiBV5nqCzwCUgBfhYCLFfkqQmwJdCiE55+7QG3hdCdH/EePk+xXF2dubatWtUrFixIMdZJJKz\nk3l548uoJBVXk65yOfEyOr0OXydffBx98HX0xcvBC3c7d9zt3XGzc3vgvY1F4crdpqfL/ROjoh58\nvfv+5k25yq6Hh7y4u//73tv7waVSpSLnV5c4pvaktyxzYeMFDr+ziqGdb8uGkAlS1uZDcnYyXVd0\npZVvK2Z0nFHwHbVa2QCKjf13iY6W3buRkfJy547cW6h1a3kJCnqgwdiZMxAcDEePyv3HzJGizIdT\np07da4RqbY6JUAqPxRQ9QQoFY9myZSz99VeizpwhNjER9HrqAAFAnfsWP2DLkXA0To/2nv+XkvYE\nSXodkl4vGzEIkEAvqdCrZL+BWqfFQq/BQqfBSpeLpS4Ha0021tosrDWZ2OakYpubjq0mA5vcDGw0\nGdjmvVppc8p9KNz9aLEBlRq1Phud2gGNlQ8aSw9ivT5EY1W5QDJKwxOkB56SJMkR+FOSpLpCiHAA\nSZImARohxIq8zWOAKkKIpLwcoD8lSSpah9EnEBQUhEajMbTYB8jR5rAuYh0Afs5+vBv0Lj1q96Ce\nR738k58LSe/esH69/L5ZMzmP3ddX7h3k6ytXi/PxMd08HwXTJGzJaepmHoN+7xpblXLBjis7GLh2\nIF1qdmHSM5OevHFsrNwYLCxMXqKi5DA3T89/F29vuRrK0KFyop+Pz2MTfTZsgJEjZVvXXA2gonLl\nyhWOHj1KQkICOTk5aDQabt26hZ2dHT/8oDRAVFAoTZKTk1nWqxdfhoTwBtAMCAQqAzEduxDVrRe3\n2rYn18aW08BpYygpxAMFaJzT4/BIjcYhKwG73AxsNJnYaDKw1mRio8nCRpOJtSYLtV6jGDFFRCvZ\nohYadGoHcm38yLKpQ5ZtHbJtapJj449Q2Za6ToUqkZ1X+GAP0BkIlyRpGNAFaH/fNhogKe/9SUmS\nrgC1gGjg/k5JPnnrHsmwYcPw8/MDZK9Po0aN7sWYhoSEMGHCBDw8PO59Bh74/lGf764r6PbBwcGI\nTwW/b/2dsJQwolKi+N+a/xGTEkNzl+Z81u0zcq7kPCC7MPrc//nZZx2xs2tMRAScOaPjwoVdNG3a\niTp1IDz8As2bJ1K7dlCR5f/32Iur738/h4aGMnbs2Ed+P3v2bEJDQ+9dz6KQ33ww9PEU5vPs2bNN\nSp+7n+t71Sfy74tYO54jRAjkb42vn6nPh+Jcz51Xd2Kht6CTdSecbJyeLH/aNDh8mMhevYifOJFm\nw4aBhcXj5Ver9sTxZ8wI5u23ITZ2NiEhJTcfDT3fDTEfvvzyS+zznhDZ2Njg7e1Nq1ataN26tckd\nryI/f3nFnQ9gur8R5UH+L7/8Qu+jRxkL2Dd+mjuLV3HIysQ8tHkGkFqvR6XTkG7jTKqdK3Y5qXkG\nURQeaTFUTI/DOTNB9ggpFBktVqhFNldqrCTbzuB+kSJTkOpwbsienhRJkmyRc3imA3rgG6CNEOLO\nf7ZPzCuY4A/8A9QXQiRLknQYuajCMWAzMEcIse0RY5pks9S7xKTFsC5iHZNDJvNDgx8Y0HlA8ZW7\nD70e/vgjBGfnYI4elfsHaTSwejX07Vs82YY6B8WRW9bCn0rqnBYHvVbP4ja/EnBpI7njWxP8/vvG\nVumxmNp8KM71zNXl8v2R75l9ZDb7hu/Dz9nv8fIXL4Y//5SbpF69Ksew1qoFtWtDnTrQtatcNruA\nrF8PH3wA6ekhBAUF88MPctVIQ1PS870o8yEpKQln54KF0hSWkj5eRf6TMcVwOHM/p6Uiv3p1tgUG\n8lVaGmFAS09vOv24CO869Yotv1QKIwiBpV6LPI8ErS5sptGNvYXUVOF+BGqEpCbTJpAkt/+R6tQO\noSpcC5lHUdIlsusDvwGqvGWVEOILSZIuIZfNvmsAHRZCjJEkqTfwGZCLbCh9IoTYkierCQ+WyH77\nMWOa9E3vXTov68zAegMZ2mhoiY3RsyckJ8Onn8Izz8g5QeaOqd30lkUOf3eYS99t5aXG4UhrVhtb\nnSdSFufDuO3jSMlOYWGPhflvrNfLxRc18+kAACAASURBVA8OHpSbg/39t5wHBLBgAbz8coHGvHZN\nNoQmT5YLqJw9K/cXMzfK4nxQKDqmaAQpFJzsk6fY2+V5+t++TQpwZNq33OxdtBYAdzFGdTiVTsuA\nQ7NwT4splhwFGZ1kh1pkcqPKTFKdnyuWrOIYQar8NhBCnBFCNBZCNBJCNBBCfJG3vqYQomred43v\n9gISQqwTQtTLW9f0rgGU990JIUT9vH0faQDlxxdffEG9evVo2LAhjRs35ujRo1SrVo3ExMQCy7h+\n/Tr1H9M8sl27dpw8eRKAbt26kZqa+sjtrydf59DNQ/QI6FGUwygwLVvC6dOyF+j69RIdSqEMkRCR\ngK8UhfRcJ2OrUm4QQnAi5gSvb36d307/xjNVn3n0hno9vPaanO9jayt3NG3cGL78Ui6E0Lkz/PST\n3BxsyJAnjpmRAVOmQKNG0Ly5XERuxQq5t5g5GkAKCgplh8mTJ+PduhXDbt+mB3AKcLwRaWStioaE\nQCWUcruGQIh/6+JZaBOMqku+RpApcfjwYbZs2UJoaCinT59m586d+Pr6Frhh6t24VaBA+2zatAnH\nvMpL/93e3d4dR2tH3ln5DlEpUQU/iAJyV9f335ef6Lq5yTc5r78Oe/ZAamrx5BqakpJrDpjisQeN\nC+JoQnUyp80mZNcuY6tjVhTleh6+eZjmC5rTb3U/KlWoxMlRJxnWaNgjt/1n927Ytk32/mRny3Xs\nXV3logfVq8vWy4svwtNP59vtdO1a2fOj1cphs7LTKASbwhWmLBSmON9LkpI+XkW++WHu57S05O/5\n6ScSs7IYCrw6aBg3jp0nfOyEEh27RBB63FNvYp+TZmxNygQ6i4rE+H5GeOABEt1eNKouZmUExcbG\n4ubmhoWFBaGhodja2uLp6YkQgjlz5tCkSRMaNmzIxYsXAZgyZQqzZs26t//w4cO5ceMGABqNhpde\neom6devSv39/srOzHxrvUR6mq1ev0rhxYyLCItg/fD8x2TE89fNTNJjXgA92fsCVxCsGP25vb/js\nM9kYcnWFjz6SC0fVqSM/KJ47t+hGkULZxLWWK9W7BnBWBMLhw8ZWp0yj1WsJWhjEjZQbfNPpG3oF\n9MLNzu2x2wsLC7nctRD/Nv9avVq2YHx94Y03oGNHObYtM/OxcgAGDYJDh2DUKNi/H956C/r1k38z\nRo6UvcgKCgoKxmDPlSuc8PAgDeixYjE/dGvH34vnk5J4J999TQpJRbxTFRa0m8LSVhPYXn8Qp6u0\nItbZD43aytjamR2SyMUr+nMcUvai0mUYWRcTjJt9XDxvRkYGrVu3Jisri9u3b/P999/z0ksvUa1a\nNcaPH8+YMWOYN28ep06dYv78+UyZMgUHBwfGjRsHQIMGDdi0aRNCCKpVq8bBgwdp0aIFL7/8MoGB\ngYwbN4527drxzTff0LhxY/z9/Tl+/DhpaWm88MILrFmzhgEDBrBkyRLq1fs3uU+n13E0+igbLmxg\nUegi9gzdQ133kq1+odHAuXNw7JgcOaPRyFV2zQEl5r90uLztMiFvrGWk7zbZfWiilIX5cC7uHGsj\n1nIs5hiXEy8TmRyJi60Lrau05vVmr9OmapuCCztxAl59VX61s5PD4uoVPJlYp4OQENmLHBYGubkP\nVII1ecrCfFAwHEpOkPkjdDrOt2xFyNEjbAf2ACPsKxC8LxSdXeET442RE/Rf1HodKr0WncoCp4x4\nnj33B95JVw06RllHp7JHErlkW/mT5tSORLeB6CxcCi2nxPsEmQr29vacPHmSffv20atXL8aNG4dO\np0OSJHr16gVAkyZNWH+34c5/uP9HsUqVKrRo0QKAl156ie+///6esfSo7ePi4ujZsyfr1q0jICDg\nge3UKjVBvkEE+QZRvWJ12ixqQ7WK1ajpUpPqFatTw6UG9TzqUde9LraWhqmDbmkp5wE0aiQ/OM7N\nhXHjICAAqlYFLy95cXExrxsgBcPh38GftQmC1MjTOOa/uUIxCPQIJNAjEJ1eR3h8OEeij7AmfA1/\nnPsDGwubJxtBQsjWyp9/wsaNspfouedg2DA5JC6f5J4bN+SwuLNn5SU8HJyc5N3Wr1f+/hUUFIyL\npFZT58hh6gAvh51hbMeOaOJuU+HGNVICzDN5UadSo8vrF5nkUJn1zUbjG3+eGvFncchKwi4nDbvc\nNGxyM1Ap5bUfiVove4Hsci5gF3eBbLtA0hyDS1UHkzWCJk+e/MTvdTodLVq0YNq0aSQlJTF79mxs\nbW2JiYnh0qVLTJ48mb1792JhYUFqXqzY9evX+fbbbxFCkJKScm+Ma9eucf78eSZPnkxkZCQ///wz\nnp6eJCcn89VXX5GTk4NWqyU3N5fx48fTpEmTe3pERkY+1M9gFKO4nXmbpOgk9rGPDWwgjjjucAcb\nbGhIQzrQ4YnH9yi5j+P11x2Jja3MmTNu7NnjRmqqE2lpDqSlOaDRWOLgkHZvEeIfvL1r4uCQiodH\nHB4e8ahU+gKNYyh9i0J+88GYlPSxF5kcUGUINle04oIJn7+iUJLzoSjX8whHCCWURBKpQAW88cYL\nL4YzHJ9QHyaHTn6s/I8//xy1Xk+ykxNHn36ac888Q6qjIyIhAbZskZcnsHt3e06deoq2bUMIDIyj\nevUj1KrlBcDx4/JiSExxvpvafFDkGx9lTpiufOtePVn88880mP0VrvN+K3BetymjU1sSWbk+UW61\nkfR6JAn0KjV6lRoLbS7Wmkzss5JxykzANTMOx+wkvBKv4pidZGzVTQIt1tikny51I8iswuEuXryI\nSqWiRo0aVK5cmQEDBqDX69m0aRPHjx/HxcWFEydOMH78eHbv3s3y5cvZvHkzK1as4OTJkzRr1oxr\n167dC4c7dOgQzZs355VXXiEwMJCxY8c+EA5XrVo1Tpw4cS8c7siRI3Tq1IkxY8YwcOBAIP96+3qh\nZ9GpRRyMOsjuyN1EJkfiYe/BzXduYql+fNKzoer4Z2bKjeljYuRl794QbG2DuXlTzhc4fx6+/Rby\n+pwWGaVPULCx1XiIm4dvsqbHUhpIc2l/4ypYmWbssqnNh8JeTyEE9efV51z8Ofyc/fiu83d0r929\n4PLPnJENnQMH5Opw0dFw5w54eIC//78u3wEDIK8h6P1ERMiOow4dYPZsOHnSvHuMmPt8UOQbFlMM\nhzP3c2oK8v/o0JGJu3bSEBhxIIwc18fnUf4XUwiHKxZCPOCif3trMW/Aygh6yZoUh2DivN5DY1Xw\nJncl2ifIGDzuB+zkyZO8+eabpKSkcOHCBTp27MiyZcto2rTpI42g7OxsevToQUxMDM2bN+fQoUNs\n3boVIQTPP//8vf0CAwNZunQpNjY2tG/fnpkzZz4yJygsLIyUlBQ6derExx9/TLdu3fI9lrScNByn\ny8FIi3osYnCDwajzXKimQN268g3Ut9+W3pimdpNTVtFr9ax/cQ2ZIUcZ0Pgiluv/oETLhhWRsjIf\ntl7ayovrXqRrra4s7bW0eMI0GvnpxfbtMGECJCXJBS6aN3/k5mlp0Lq1XE9h5sziDW1sysp8UDAM\npmgEKRiGM78s5PlRIzkT2IA9a7cVeD+zM4KEHiS5DplLehwu6XG4p0RSMTMel/TbuKbfMp5uJoYe\niVTnrtys8mWB9yk3OUGNGzfmwIEDAHTv3p0FCxbg4uLC1av/JqM1adKE3bt3A2BjY8P27dsfKSs8\nPPyR6+/uC9yT6+LiQlhe1QEnJyeOHDlSYJ0drB2IHx/Pi+teZPiG4dRwqUHrKq0LvH9Js2EDNG0q\nV5Rq2dLY2igYEpWFil7L+7JhqJo1e2Dgq6/Cb78ZW60yyfqI9fT+ozczO85kXNC4/HfID0tL2U07\napT8uV8/OcHvMZw4IdtMgwcXf2gFBQWF0uCgXksaEOPpbWxVShZJhVqvA6Enw8qeypp0mlzbjVoU\nPxWhzCEktGqHUhvOrEpk38/GjRvx8PAo1D4lURs/P5lZmiwCfgjgZupN5naZS1OvpgaRW1T+K7dm\nTdk5oCrmTCiPvSLuYsrHrrJQoQqyICbLGaIM38+qLFKU69nBvwNvPf0W7+14D41eYxj5bdrITyk+\n+kguof3dd4/c7PvvoW9fWL4cGjY0/x4jpoa5n09zl2+KmPs5NRX5gYGBpAJZO7eWqD6mgE5SIQlB\njpU94b4tyLKqYGyVTBNJwu3O7yCe/H/UUJiVJ8gc0Qs9HvYehMeH4+Pog42F6YUj9esH//wDecXy\nFMoY1xdH0s7yAEyaZGxVyiS3028z7u9xbL64mQ9bf4iVIfpGZGbC/Pnw++9y0k+fPnKzsEcQFgZ6\nPVSrVvxhFRQUFEqDK1euMKhPX74DXPsN4oaxFSpBVDoterUFFTPiaHlxE34J542tkskiJCvi3AaD\n9ORG4YbCrHKCzAmdXse2y9tYcGoBu67uwsfRhy0vbsHP2c/Yqj1AVpbceHXHDmjWrHTGVGL+S4/k\nyGS+8/+OfrabCHj/BVSjXpEvuAlhzvNBCMGIjSO4mXqTtf3X4mhtoGLkJ07I+T+zZsk9g6ytH9pE\nr4elS+Vl1y5YvBiGDjXM8MbEnOeDguFRcoLKFkIIpk6dyswpU/hQp2M8sOF8TKFkmF1OENwrhlA5\nOZL/HTKhIg0mhE6yJcemBldrLAWp4Lnz5SYnyFxYcnoJH+3+CE8HT0Y1HsXC7gtxsS18A6jSQAi5\np8ikSXKvEYfSC8VUKAWcqjjRY1EPDn7jwt8z42g6fQjNBlTHet5skyySYG68seUNloct5/Jblw1n\nAAE0aQKLFskdT8+elZv+1K0LPj5QuTI4O5OQIDF1Kly7JucC6XRyA+WAAFCbTu0VBQUFhXu8Pno0\nK3/+md2A/Wtvs2HsBGOrZHiEwEKXi16lxj4nnUopN6mUfAW3tFv43rlobO1MDr0AVDbc8nqPJJd+\npdrczmxzgopCaeQE6fQ6hv45lECPQBZ2X8jLjV8ukgFUWjlBdnZw5YrcbHXFCsPJLU+Y8rFLKonk\nqsmMDHuT/ntGc7PdEP762xrGjze2aiZLYa5nc5/muNq50mR+E3qs7MFX+79i7/W9pOWkFV/+4MGw\naZNcHvviRZg2DXr2BD8/sLXF42k/Lrq24PbzwxiaO58Tm2Lp0QMcHELuVYnLyirwoRQYU57vJYGp\n5E+UV/mmiLmfU2PKH96lKw2ANkDv+d/zU8cgNnz3FXE3zT9nVdLJeSx1o4/x/OkljNr1MSNCJtP1\n1AKaXtuDX0IEaqEzspYmiGSBTmWHWpNAhfRDqHSppTa02RpBJ0+eJDs729hqPIRapebYK8cIdA+k\nzaI2zDgww9gqPZGsLHjvPfke69lnja2NQkni1dSLPmsGcFNVleiF2yA52dgqmT1DGg4h9t1YTr16\nipfqv8St9Fu8v+N9HKc7Ik2R2H750dUpC0yTJjBmDMydC3v2wIULkJICt2/D9OlIzs64bvqNZzeN\nY277tVy+DD/9BPv2yXbumTOGOU4FBQUFQ9Cs+wtsPxVKbMvWLNHr6RF1nZh53zG6Q3OkCW8ZW71i\nIUlq1DoNFz0bcahGZyK8mpCrfjiUWeFBVGix1CVSKe4XfK+/S0B4W2qFd8AloRhP5guI2eYEVatW\njV27duHv719KWhWez//5nAt3LrCs9zJjq/JYli+HDz6A0FBwdS2dMZWYf+ORejOVJR2W0Em/nVqL\nPzSJuuhlaT5su7yNpWFL2XB+A1WcqrBryC48HYqZg5WUJIfEnTkjv4aGyp2Oa9SQGwM9/7zcJMja\nmpwcuWlqw4YwfTpUMMMCRGVpPigUHyUnqOyyefNmPv3wQy6fPctgIZgObC9AfpA55QR1CFtBYPRR\no4xtzggkJARn64fmmx9UnJwgs/UECSGQSjFusCh0rtGZ7Ve28/Huj42tymPp3Fm+UfroI8jIMLY2\nCiWJ0AsWBi2kwUsNqOmVDiboSTVnMnIzGLh2ILfTb3P5rcuEvx5edANo0SL5j9PHB6pWlXODQkPl\nhJ9p02RP0OnTcszbs8/eK5wwYYLcTmj2bPM0gBQUFMoHISEhDO7enRFnznBdCN7532C2h980tloG\nRaXXcaVSfWKcldKdBUUv2ZBj7U+092TO1TtRqAIJRaFcGUGl3SfI1tIWV1tXDkcfNqjc4vBfua6u\ncOSI3HHexwdeew3u3Cm+3PKEqR/7Pf0ksKloQ3x4PKk6ezmLXuEhino97a3sOTDiAHEZcQQtDGLn\n1Z1Fk5+ZCSNGwPbtcuWSIUPkP8y33pJD44KDH2nh5ObKrYS6dg0p0cIIpj7fDU1Zzs8wB/mmiLmf\nU1OQf+fOHbL0ejwqebLrfAyhU74qfsNCE0OvUnPNox6rg94mvrgRAeUALdakOrbjUu0NJLv2RqgM\n0G4iH8x2xjk7O3Pzpmk/NXhjyxvU86jHthe3GVuVJ+LoCMuWye1IrK2hXj3Yu9fYWikYGkmSePng\ny1T0r8jPYS3Z+fFetAMHQ2KisVUrM9R1r8vp107z5bNf8ubWN7mRUoTuF3Z2svGTnCzHq1arJhtE\nvXuDszO0aiW7ev7ztMLKCiZPlnOBPD3hhRdg4UIl9UtBQcH06NOnD+taP8Po27Esb1yD5OuRxlbJ\n4Eh6HRUzE2gd8ScVMxKMrY7JY0EODql78Ij+utSKI5h1TtCmTZsIDAwsJa0Kz+5ru+m/uj996/Yl\n2C+Ydn7tqFShkrHVypdt2+Dll+Uc7JIIqVFi/o1PWmwaW0f/Rfze8/RUbcB70VT5rtkIlMX5IIRg\ncshkvj/6PRVtK9LCpwUNKzWkQaUGtPRtWfRy2ikpcPy4XChh1y6wtZXLZ99dqldHtA0mKtaCQ4dg\n9Wq59H2vXrBunWGPsaQoi/NBoegoOUFlm1szv+Hr8e+xAPCWJLz9/HFt14k6bdpTt2lz1BYPd3Ix\nm5wgIWhwfS8Nog5RMSMOldCXvg5miF6yRi9Zc8flf2Q6BpFlWxe92v6x2xcnJ8hsjaBXXnmF6dOn\n41pa2fxFJColilXnVrH3+l62Xd5Gp+qdWP+/9ViqS6cbblF54w346y85V2j4cHjE71CRUW5yTAMh\nBOdWnWPbmI001p+gba+KqL+bJbsGS5GyPB/0Qs+FhAsciT7C6VunWXZmGb0CejH/hfnFFy4EREfL\nxRImTICwMHn9/v3QqhV9+vxr+IweDT/+WPwhS4OyPB8UCo9iBJV9hE5H6rARXFi2hKPAKeBXYC5Q\n+RGFEszGCAJUej0qvRadSo1tbjpOGQlUuXMBj9Sb+CWcVwyjJyBQo1fZoNLnoFU7kGUbSJTfNwiV\n3QPblcvCCL/88kuhDaDSzgkSQnAn6w5pOWmEx4dT2602XWt2xUKVv0VRWjlBj+OHH2DlSvj6a7kj\nvaHklkVM/dgfp58kSdQbUI9Xz73J7ZY9+WVjJW4FtINDh0pXQRPDkNdTJamo416HYY2G8W3nb9k0\ncBNLQ5cyYsMIwm6HFU+4JMmJfN7esgE0dy7k5BCikXtV9O0r10xo1AhWrZLTiiIji39Mpj7fDY0p\n5E+UZ/mmiLmfU1OTL6nVOC39jaeF4A0hsBnxMs2BbiA/7DFj9CoVWgsrhEpNpo0TsS7+HKnVhb+a\njiLW2c/Y6pk0EjrU+gwktKh1KTim70etM2wFLwM+31cA2fA5GHWQdRHrWH9+PQJBr4BeLO+9nKe9\nnzb5inb3ExQEAwfC4cOyN0ihbOLg6cCAzS9xeslplr5tx7PPfUjjbwfLMZEKBqW5T3NWtljJOZtz\nPLvkWdb/bz2tq7QuntDAQLli3Mcfw8aNuAcFQYsWDBxow8CB8iZRUTB/Pjz9tPxwo3374h+LgoKC\ngqHJzs5m+fJlHADO7D8tP+wxV4QeC60GVPIxeKTGUO12GD6Jl/FIval4gQqDZMHFmqvRWrobVqwp\nuozN2ZW96+ouuqzowgetPqB3nd40qNTArAyf+0lIkB80790r3zwZCiXcxXRJuJDAsmcX80Lqcqqf\nXicn5Zcw5XU+vLLxFdQqNfO6zjPMb0RWlpwAtHAhHDsGTz0FU6dC27b3NtmxAwYPhgULoFu34g9Z\nEpTX+aDwaJRwuPJFWFgYrRo25ARw9jE9g0w1HE6tzQVJwkKvwT3tFp6Jl6mUEoV76k0cspMwzztB\n4yME5Nj4c7n2hkd+Xy7D4UyVWq61qGBVAUdrR1JzUsnUZBpbpSJjZwceHkr/oPKEW2032k3ryEHX\nF+SYSIUSY2Tjkfxz/R+azG/Cr6d+JUuTVTyBtray63bECHB3l0s9enk9sEnHjjBjhlwDo08fSE8v\n3pAKCgoKhqRBgwb0dHbmSyA5Id7Y6hQKnYUV/Q/P5rWdE+lzZA4tL22hetwZHBUDqFhIEljnXEel\nSzO47HJlBJVGTpCvky+r+q7iWvI13tvxHu5fu9Pwp4aM+msUv5/5nVvpt4yma2Hl2tnJN0yffGJY\nuWUNUz/2wupXtW1VEtJsDJNAYoaUVrx8c5/mnBtzji/af8H0/dP5NOTT4gk+fRrq1ydlxgy52erO\nnVCz5r2vhZCrxX3yCTRrBk2bynZTUfUvL5ha/kR5k2+KmPs5NXX5k/bsAeD91g05OrA7er15hI2p\n9HpWBo1jbsevWNTmI1Y3e53ddfpwxrclUS41SbNxQvFPFg29ZEXN8y/gnLAaDBhGaLY5QevWraNH\njx6oS7IrYBHp4N+BDv4dAMjR5hB2O4xDNw+x6twqXt/yOpIkUcu1FjVdajLt2Wn4OPoYWePHY2tL\niTZeVDA9IkMicamQA5VMv5y7OROXEcf+G/vZdXUXCZkJBPsFF12YEDBsGLz9Nqdq1SI4+F9Z0dFy\nu6GlS0GrlXuCtS5mGpKCgoJCSRHQqBEL09I41aMnb+zexVd1fZj5+jtUe3O8sVV7Ivq8Zq9alZpU\nC2tS7d2IcauJhV4nV4iTJEDCISsR19QYXDJuUyEnFfucNOxzUrHLSVXC5h6DWmSh1mXhGTsD56Q/\nue01niz7RsWWa5Y5QTqdDktLS3Q6ndnl2wghWHJ6CWO3jyU5O5mzo88S6GG6vY727JEb1v/6K3To\nYJgcRSXm33S5sf8Gf/RYzgDtMnzObIUqVUp8zPI0H4QQ7Incw3dHvmPv9b0E+QTRukprhjQcUryH\nIVot2NtDXBw4OT3wVcOGcvE4Pz+YPl2uGmfKDzbK03xQyB8lJ6j8curUKYb16kXY9eucBi6fiwK1\n2mRzggqNEKj1OkCgy2ub8tzppQTEnDCuXiaOACTgQsAONFaVi5UTZJaeoNzcXKysrMzOAAI4G3eW\nYRuGUc25Gt8//z1ONk4IIUz2WNq1gzlz4O235capEydC9+6gKleBlGUfbbaWPZ/uIeznI3QXf+Lz\n62elYgCVN8Juh9FhSQcqVajEit4reK7Gc6gkA/wxWVjIFQ98feVqcf7+cslsZ2dOnYJLl+TK599/\nD2+9JecETZjwQLScgoKCgknRuHFjACYCRyZ9jotKVba8JEKgU1ug0uvwTLqOV+Il/OLCja2VySOw\n4Jr/L2isKhdbllneymo0GiwtC99stLT7BD2K+pXqc2LUCfrV7ceysGU0md8E96/d6bCkA5/98xn6\nvFhHU8gJukuvXnI/xg8+gHHjHp0vXx7jwu9i6seen36xp2KZ3+RnEv/YzWuuf1Dr4G9y1nw5pSSv\nZ8PKDVnYdCH1POrRZUUXVp5daTjh8+fLrp7Dh2HFintPKrKy5PSuy5flOglarVxArlatog1j6vPd\n0Jh6/kRZl2+KmPs5NRf5KZu2sAfIAb764mO+reONuHTeILJNApUKSegRkkSCQyUuej7FxsYj2V5v\nIMerteNS5YbcdvQly9Iuf1nlBIEaobKiauTreEWOxzL3ZrHkmaUnyNzd3I09G9PYs/G9z7FpsWy8\nsJHXNr9G37p9qete14jaPRqVCnr3lstlX79ubG0UDMXh2YfZN20fz/mGU79WCtJv+8HR0dhqmT1C\nCOIz44mIjyAiIYLzCefvvcalxdHMpxkftv6QbrUMVKf64EF45x3Q69n1xufsshpP2CBrIiIgNlYu\nghAcLD/QePddufK5u2HbLSgoKCgYFPvOncjZto2zM2eSunMn9YAuL5StJmciLxJAY2GDxsKGNDtX\nYl2roxICtV4LQofGwobgc2tpeGOfkbU1PnIDVbnqcsXU7djmFu+G1CxzgoQQWFlZkZGRgZWVVSlq\nVnKM+msUS8OW0rtOb1p4tyDIN4gGlRpgpTat4zt1Cnr2LJ4hpMT8mwZx5+JY0n4Jr7xphdOfS+Qb\naSP8PZWl+RCdGs3E3RMJiQwhLSeNOu51qONWhwC3gHuvfs5+qFUGTMr5+28YOhRmzCC564tUdJX/\nqb70ktw/1d9fjpYzF8rSfFAoPkpOUPnl7TfeYM7cubwKjAc8K3uyc1MIPZrWNkhO0BeNviD+hnmV\n4TZnqlayJnJWTrFk6PQqJLUFerUDyc5difcYSd2n2pSvnCBJkujfv7/Ze4Tu56duPzEuaBw7r+7k\n872fE5cRx4v1X2RZ72XGVu0BHBxAozG2FgqGIOVGCh7VK+D03cdGM4DKGipJRWpOKvEZ8Yx4agQf\nt/mYShVKuMren39Cjx4weDDOQGIi7NoFgwZBaCicUHJsFRQUzJCPPvqI7Llz+Rno36Y9p+cb9n4o\n/kZ8mbqPNHUMkfsuqS1QiVziXAeSUOnVYsszy5wggOXLl2NtbV2ofUwhJ+i/CCE4n3Ce7498z7jt\n45i0exLNvJrxad1PWdB9gWGUvI/i6vv119C/v+HlmjOmfuyP08+jngdxEXegUSMlQ/4+inM9PR08\nWdNvDZOemcTcY3N5esHTBpX/SCZOhH37oHVrLoz7mc4BK/n4Y/mrSpXk6tmGxNTnu6Exl/yJsirf\nFDH3c2ou8tVWVpxv0YKqQNDe3QaRqWDeqEQuAG4JhjGIzdITVJb45eQvvLpJtmY/b/c5y3svp6Jt\nRUJCQrCxsDGydv+i18PUqbB7MkYNSgAAIABJREFUNxw/bmxtFAyBo48jWr2KjFMXsBfCMPXPFfjh\n6A98tOcjlvRcQp+6pVBgwsdHdvls2kTFKT9yJG4n3eIq0GxwN3r3Nu1y2AoKCgqP44P33mPv4cNc\nAY4vWmVsdRRMAC2WSCprblSdZRB5ZpkTVJbQCz1n484yafckNl3chP4TvUmWy/71V7lU9rZtULmY\nVQmVmH/T4bd2i3n61M/UObwIAgKMokNZmw+pOamM3jyanVd38n7L9xnTbAy2lrYlO+jBg/If6Pbt\niNFjONv/M/7Zr2bFCrka3KFD5mMMlbX5oFA8lJyg8kvWnTsEurkxEGh2+ip6a/nBsKH6BI11GauE\nw5UikiQhlhdPhh5LJLRcqLMTraUHQLH6BJltOFxZQSWpaFCpAWOajkEtqQm9FWpslR6JjY18M6Xk\nA5Utar1Qm3C3NrB6tbFVKTM4WjuyvPdydg7eyXs73qPXql4lO+CqVXK1krZtISICadoX1G+kZvhw\nmDxZLm+v1ZasCgoKCgqGxtbVFWdnZ6oDkk5vbHXKFStWrKBz587GVuMhVGiQEEjCMDej5coIMsWc\noLtUtK2Io7UjKTkpBpX7X4oqd8AA8PaGF180rNyygKkf++P0E0JwZtlp6t7ZJ99EKwCGu54BbgHY\nW9rzY9cfS0T+PebPl5P1Ro+GypVZty6EUaPkfKDPPoNZs6CQ6ZNPxNTnu6Exl/yJsirfFDH3c2ou\n8hMTE7mSlsYzgM5O6ZVTmgwaNIht27bd+6xSqbh69aoRNfoXgRqthYtBZJltTtDq1avp27evSYaO\nFYXzCedJyk5i0u5J+Dn7IaVIXHS4iJ+zH37OflRxqmLUHCGVCkaOlMvurl4NffsqKSTmzvk/z6O7\nnUDAM+5Qv76x1SlzTNg5Af+K/vhX9C/ZgYYOlYsj6HSI4SMYPVpevWIFPPss2NuX7PAKCgoKJUFW\nVhaZOh1vAVavDaHZy2MIaPJwsRlDEhERgU6nKzH5arWaOnXqlJj8+9HpdKgNFAdtSvfaWTa1scy9\nRa51VZCK58sx25wglUqFVqtFpSo7zqyolCgikyMfWK6nXCcyOZIrSVfoXrs7GwZsMKqOBw7ACy/A\nN9/A8OFFk6HE/BsXIQTha8LZ+uZWeutX47/5B2jWzGj6lNX5MHzDcBaHLmbkUyPpGdCTZ/2fLbkH\nGYcPQ/fusHw5F6p05JVX5IJxKhWsXWtejr6yOh8UioaSE1S+ufrm24T9MIdDwF+AJRAGJZYTdPbs\n2eIpXADq1auX7zbVqlXj1VdfZenSpdy6dYuePXsyb948rKys+OWXX5gxYwZJSUm0bt2aefPm4enp\nCcj3xj/88AOzZ89Gp9Nx5coVDh48yNixY7l06RK1atVi9uzZBAUFAbB48WI+//xz4uPjcXd3Z+rU\nqQwcOJDffvuNBQsWsG/fPtq2bcu+ffuws7NDpVKxYMECPv/8c6ZPn07Xrl0B0Gq1eHp6snPnTho2\nbPjIYzJEThCAXmV377qlOrTG5YUdSk5QWcDXyZd6HvXwdvTGycYJJxsnHK0dcbR2xMHKgVa+rYyt\nIvXqQVIS1K1rbE0Uisrhbw8T8kkIfUc44N/Q0agGUFlFq9cyvuV4prabyrrz6+j2ezc8v/EkJTvF\n8IMlJiLCzpCjkfh73DaCgyE+HsaPhz175IcWCgoKCuaI69TPsNm6lfQxY/CoVJkwYytUiqxYsYId\nO3Zw5coVLly4wNSpU9mzZw8TJ05kzZo1xMbGUqVKFQYMGPDAfhs2bODYsWOEh4eTlJREt27dGDt2\nLHfu3OGdd96ha9euJCUlkZmZydtvv8327dtJTU3l4MGDNGrU6J6cu96ff/75B4AzZ86QmppK//79\nGTp0KEuXLr237ebNm/Hy8nqsAWRIVPpM1CILtciiYuqO4skykE5GobBPekw1JyhLk8XPx38m8MdA\nqsyuwqchn7IrbBdeDl4Mqj+I+S/M58Y7N3i/1ftG17dCBXj6abnalCHlmjOmfuz/1U+n0VGjSw38\nzm2R4xsVHqAo1zMjN4MBawbQfEFzGv7UEMcvHem1qheht0MZ23wsf/7vT0JfDcXJxsmw8+XYMXB1\n5cjUvxmYPI/e56cxeHAIEREwYwa0aWP4qnCmPt8NjbnkT5RV+aaIuZ9TU5efmZnJyJEjqersjLez\nM1Offx6rH39k1O1bXDaMimbBm2++iZeXF87OzkyaNIkVK1awfPlyXn75ZRo2bIilpSVffvklhw4d\n4saNG/f2mzhxIk5OTlhbW7N582Zq1arFoEGDUKlUDBgwgICAAP766y9ADs87c+YM2dnZVKpU6Ymh\nevffc7/44ots3bqV9PR0AJYtW8bgwYNL6Ew8iBYrdCp7BBbkWFUpliyzzQkypfjE4hCVEkXQwiCe\n8nyKH7v8yDNVn0ElqQgJCSG4ZbCx1XuIjAzw81OqxJkz1TtVZ9lzy2g8uiPuP/4IgwaBpaWx1TJr\n0nLTWHXu3z4WTb2a8nyN5xnVZBQ+jj4lN/CRI9CjB3WXrOaVA7C+i1wjoXlz6FMKLYoUFBQUDE1y\ncjILFy7kO2AMkNi8Fdf+9xIxHZ7ntJUVBHgZW8VSwcfn3/8dVatWJSYmhtjYWJo0aXJvvb29Pa6u\nrkRHR1OlSpWH9ouJiaFq1aoPyK1atSrR0dHY2dmxatUqvv76a0aMGEHr1q2ZOXMmtWvXzlc3T09P\nWrVqxdq1a+nZsydbt25lzpw5xT3kfEl1bEd6hSCy7OqRbVMLobIGip7TnK8nSJIka0mSjkiSdEqS\npDOSJH2at/4zSZJO563fJklS5fv2+VCSpEuSJEVIktTpvvWNJUkKkyTpoiRJDwdoFpLCeoKCg4OL\nO6RBZWbkZjBmyxgGNxjMXwP/oq1fW1R5SV4loWtx5N6+Dc89J1eIS0uDIUMMI7csYOrH/l/9PJ/y\npOOMjqxYqiPRxlMuIaZwj6Jcz8oVKiM+FYhPBckTkpnabip/nPuDrw98bRD5j6VXL9iwAcfoCFq3\nvjcCDg4l96DC1Oe7oSnp41Xkmx/mfk5NXb6Xlxe9fH05DezYfZT9v60muksPhJWVQfQzF6Kiou69\nv3HjBt7e3nh5eREZGXlvfUZGBnfu3HnA8LnfSfDf7e+XBdCxY0f+/vtvbt26Re3atRk1alSB9Rsy\nZAhLly5l9erVtGzZ8l5eUkmhlyyJ9xhFottAsuzq5xlAxSNfI0gIkQO0E0I8BTQCnpck6WlghhCi\nYd76zcBd46gu0B+oAzwP/Cj9e0XmAS8LIWoBtSRJeq6oivfr18+svUEHow5Sf159XG1d+TT4U2Or\nky9RUfD33/Duu7Bli1x+V8F8aTSsEa3eb8WiC62I+vEvuRtudrax1SoTONk48VyN5/Bz9iNHl4Ne\nlGB/i/375RjVatVwcAAhYOlS+OADcHOT+6cqKCgomBN//fUXm6Oi+BDKdRnauXPnEh0dTWJiIl98\n8QUDBgxgwIABLF68mLCwMHJycpg4cSItWrTA19f3kTK6dOnCpUuXWLlyJTqdjlWrVhEREUG3bt2I\ni4tj48aNZGZmYmlpSYUKFR5bbKxy5coPlcju2bMnJ0+eZM6cOQz575PxEkGFkAwbwFagnCAhRGbe\nW2vkEDohhEi/bxN74O5/+u7ASiGEVggRCVwCns7zFDkIIY7lbbcEKHLNopUrVxa69J8p5QSdjD1J\nQmYCFawqsPPqTiKTIx+4WTK1PkFNm8LJkzB7tnyjZSi5ZQFTP/bH6df0taZ0/ekF/lAN4I8JJ0iu\n4ANh5Snt9NEY6nr+1O0nzsad5bllzxGTFmNw+QBUry67Z+vUkUs3Aj4+IZw8CadOwU8/yYshMfX5\nbmhMPX+irMs3Rcz9nJq6fLVajQMwCti9bRM5WZn57VImGTRoEJ06daJGjRrUrFmTSZMm8eyzz/L5\n55/Tu3dvvL29uXbtGitXrry3z3+dAy4uLmzatImZM2fi5ubGzJkz2bx5My4uLuj1embNmoW3tzdu\nbm7s3buXefPmPVKXyZMnM2TIEFxcXFizZg0ANjY29OnTh2vXrtG7d++SOxGADityrXzQqZ0MKrdA\nJpUkSSrgBFAdmHvXkJEkaSowBEgG2uVt7g3cnzYfnbdOC9y8b/3NvPXlkjeefoPnqj/H6vDVzDky\nh/D4cJKzk6njXodA90CsU63JvpxNC58WONs4G1tdAPr1g5QSKG6lYDwCegbg2WQ0s6vMpoZbExqn\np+e/k0KB8HP2I2RYCOO2j6PhTw25+c5NrC0M2LUU5KcTERFyo9Rff4VW/1aQ9PeHBQvkVc89B9Wq\nGXZoBQUFhZKgS5cuXJ73E5tHv8aCr6bw81dTaOXoxLNzfsG/Rev8BRQDtVpd4n2CCkqzZs2YMGHC\nQ+tHjRr12LC1R+nesmVLjh8//tD6ypUrP9ZgHTp0KEOHDs13zCpVqtCrVy/sSriZrZpcVLk3qHmh\nG5k2dUmt2JVk5+fRWxTPKCqQESSE0ANPSZLkCPwpSVJdIUS4EOIj4CNJkiYAbwKTi6XNfQwbNgw/\nPz8AnJ2dadSo0b0407sXzRQ+BwcHF2v/ic9MpKWuJfhCoxaNiIiPYN3+dUTmRvLVga84HnOcylaV\naevWlun9puNm52Y0fb/5JpixY6Fu3VT6949iypTAB76/y3/3nz17NqGhofeuZ1Ew5flwd52p6FMY\n/cLXhvPX8NU0sz9No+5VICioxPUx9flwd11x5AkhsK5hzfqI9fwe+jt9ffo+YAAZcr78s2MHzdev\nx2bDvz3EtmzZR0TEM0yfLn9evz6UceMamcz5uf9zeZgPivzSnQ+gzAmzlx9QmxeFoO/xE1zv359N\n164ybVh/vgwo2f4cpdXItCyQmJjIwoULWb7cAM1/CoAkNEhAhaxQbLLCqRw7k3jX4lWkK3SzVEmS\nPgYyhBCz7lvnC2wWQjSQJOkD5HC5r/K+24acL3Qd2COEqJO3fgDQVggx+hFjKI3O8tDoNBy6eYgZ\nB2YQlxHH0VeOGlUfnQ7Wr5e9Qjk5YGVVeBlKM0Tjk347na0j13H7n/N0d9hNlV+nyO4CI1CW5kOW\nJotV51Yx58gc0nLTGFRvED0CetDYs3HJDXrmDPTtCxcuEBcHEyfC6tVyeeyvv4aAgJIbuiQoS/NB\nofgozVIVQPZwBPtWoU9sDO9Qcs1STQV/f38WLFhA+/btja3KI1mwYAFjx45l6NChzJ07t0D7GKpZ\n6v3oJUvUgzQl1yxVkiQ3SZKc8t7bAh2B85Ik1bhvs57A+bz3G4EBkiRZSZJUDagBHBVC3AJSJEl6\nOq9QwhBgA6XI3acNpi7zfrm5ulz2XNvDkegjPFPlGYPJLSpqNRw8CP37P2gAldR5MAdM/dj/q1/S\ntSR+qvM9FXet4bXXoMql3UYzgEyRol7PbZe34fOtD6vOrWJq+6lceOMCU9pNecgAMvh8yav8c/y4\n3Mw4NTWEa9fgr79KxgAy9fluaEr6eBX55oe5n1Nzk3/69GlqVKmCRWwMIw0q2XS5evWqyRpAACNH\njiQ9Pb3ABlBJoEdCr7IvloyChMN5Ar/l5QWpgFVCiC2SJK2RJKkWckGE68BrAEKIcEmS/gDCAQ0w\n5r5HMq8DiwEbYIsQYltRFV+7di09evTAwsJsWx0ViGn7prHj6g4OjDhALddaxlaHv/+WnzKHhhpb\nE4WiErYsjACXW3R4vR28846x1SkzbLm0hZa+LVnXfx2W6lLsu/TxxxAYyG+L9LRtq2L0aHBxKb3h\nFRQUFEqSYb37UCcmhk3Atn9OQNsm+e6jULbRSdbk2NQkqupMoHOR5RQ6HK40yM+VnZubi4ODAxkZ\nGWXaCMrWZjP0z6HkaHP4c8CfxlYHkENtLlyAtWuLLkMJdzEukf9EsrHPEl4PPot6zR/GVqfMzIfE\nrET6/NGHdn7t+KTtJ6U38LFj8OabZNq50i5qKZ0HuTBlSukNb2jKynxQMAxKOJzC9pkz6Tx+PKf/\n3959h0dRrQ8c/86mbnplE1JIg9BDky4EEAHpIog0u1JEVK4Uf4qI6FX0IlcEREAxVEVUVIqFDkqH\nQOgpkEJ672V3fn9MyA1Kz252Nzmf59knYXbmnXdmD5s9e9rYZ4h+az4jmjas893h6iJ9dofTYUWa\n5kUyNC/SqlUrw3WHM0VFRUVYWlrW6QrQ9svbcfy3I7kluczvPd/Y6VR5/XWlFeibb4ydiXC/AnoG\n4NLSl307y5EXLrzzAcJdcVO70cG7A3mlebV74gcegP37sTtxkG8DZ7ByJbz2GkREQHx87aYiCIKg\nb0v27GEg0PzbtcZORTAZFTgUHr3zbndglpWgkpIS7O3vvR+gOY0Jij4XjYREN79uBLkG6S1uTfN1\ndYXvvoMXXoCMDP3FNWemfu03y2/omhFc9O7Fn/N3KzNdCFXu9/VML0xnxYkVvNL5FYPEv62YGLCx\nwX/hq7z22h40GmVR49BQWL5cv6cy9fKub+Y2fqKuxTdF5n5PzS1+/N69DAG27z+p17iC+ZKQSPSt\neQOBWVaC1Go1JXV8dftWzq248NIFTqedpsMXHdhyYYthV56/S+XlsH072Nvf38xwgmlw9nOmQTtf\nLNVW4GIa61CZK52sY++VvfT6uhcjmo3A18m39pP4+Wfk8HCOl7QgNRUyMyE1FUJCoFevOx8uCIJg\nqqbPnMkGwOXCWWOnIpgInWSNuvhcjeOY5ZigwsJCGjRoQGFhYS1mZRyyLLPl4hbm7Z2HVtayedRm\nQtxC7nygnsXEwKpVsHq1MuPUmjXKQvX3Q/T5Nw3rB67H+9gWes3uAq/cvvXCkMytPKQUpBCZEklk\nqvLYHbcbJxsn5obP5fEWj/9jxe7aUP7ksxyMiGE5L/KXTS+GT/KiRw9l0j8Dr2Gnd+ZWHgTDEmOC\nhIULF7Jm+nR+HDqS4x/+V4wJMoCWLVuydOlSevToYbBz6HNMkCxLZDR4mlTvV2s0JsgsB9VYWloy\nZswYY6dRKyRJYljTYQwNHcrnxz6n88rOjG45mj6Bfegf0h+1ldqg59+zB+bPh9OnYfx4+OMPaG7Y\ntcqEWjLw84F81eUa+W8fp9fmATgumANduhg7LZNRoavgYsZFTqWcqqrwRKZEUqYtI8wrjDBNGH2D\n+vJ2z7eNPnOj5ccfotZuYM7Rb/CLm0zi4obkHOxNUUZv7LqFKv1YXVxAbdj3C0EQBH3aunUrH7z+\nOtuAxIFDjZ2O2Xn66afx8/Nj3rx5t90vKiqqljLSD1llTZFd2xrHMcuWoPtVfQVjU455u7iXMy/z\n+u+vs+WissRS9NRogt2Caxz3ZnbsgHHj4JNPlHWBbGxuve+9xK1r3/Qaqgzoy+3yK8kpYd+7ezi1\n/CjtLU7SvZuMzbovlQ/NtcRUykO5tpwrOVeY99M8zpWf43z6efyc/QjTKBWe6xUfXyffGrX2GLq8\n7Nm5k6BcZ058vAvbQ7tp63IFjXU2ZGeDJCmVIVfX/z1at4auXZUJFry8jJ6/qZSH6wz+eon4t2WK\nLUHmfk/NIX5JSQlffvklc2bMYHFhIUGLlpPUfzCAYVuCvveCktQa5X5bthp4NMVw8f/mTpUgrVaL\nhYVFreSir5YgraTmms9b5Lop5aHetQTVV7vjdtM7ojeh7qFM6jCJYNdgg40/iItTKkCbN0PPngY5\nhWACbF1sefg//Wn/4gN8FvoZbgd20nbHDnjiCWOnZhAFZQVEZ0UTkxVDTHYMsdmxxGTHEJMVQ1J+\nEt4O3oTZhfHZgM9orWmNvXXNFmIzCgsL/B/tgN/wDsyYMYM3dsKJE5XPFRdDTo7yyM5WBg+dPAmf\nfQbHjyurIbdrB4sXKwOKBEEQatGZM2d4efJkjv35J510Or4GevoH8FtlBcjgDFkBuof4gYGBTJky\nhTVr1hAbG8vo0aN57733eOqppzhw4ACdO3dm06ZNODs7M2rUKPbv309JSQlhYWEsW7aMZs2asWLF\nCtatW4dKpWLRokX06tWLLVu2EBgYyKRJk1i3bh2XLl2ioKCAkJAQVq1aRe/evRk4cCDNmjXj448/\nBmD06NE4ODiwcuVKQ96ZO9JiiSRZkO/8ELmuj+glZr1qCTJ359PP0/2r7hSWFeJp70mIWwghriEE\nuwUT4hZCsGsw/s7+uKndajwuYcMGZdKwbw2wjIypfdNb3xVnF7Nx4DqcYk8yLDwbiw3rlBaDWmKo\n8lBaUcqvMb+yM3YnJ1NOcjnrMrkluQS5BhHiFkKQaxDBrsEEuwUT7BpMI5dGWFuY/2wfsgzLlsFH\nHymtt598AgMG3OWBSUkwdiw89JCyCKsRiPcHoTpTbAkSDCfAxQWH3Fx+BRyDG/PXsq8p9A+4YR+D\ntgStr4W/fWPuXDYDAwPx9vbmp59+ory8nDZt2uDn58eXX35J06ZNGTBgAOHh4bz11lusXr2aUaNG\nYWVlxcyZM9m9ezcnTyoz6d2sJSgwMBBXV1d++eUX3N3dsbGxITAwsKoSlJqaSlhYGBs3biQpKYm3\n336b06dPY1fDAab32xKkk6zRWriQ7TaCbLehlFvfOCBdtATVE808m5E5IxOtTktCXgLRWdFV32of\nTjpMTFYMiXmJFFcU4+Pog4+TD75Ovvg4/u2nkw9eDl5Yqm798h8+rPSSEeq2/Gv5rO2zmsCso/Qb\nZoe0dE2tVoAMafGRxSz8ayHTOk1jaNOhNHZrjI+TDyrJLCfFvCuyDO3bKw08P/wAbdvew8spSeDr\nqwz6O3QI1q+HQYPAycmgOQuCIFz3+bRXmDXvHdoD7QoKaHpgL+2HeqK+j2VRzN3UqVPx8PAA4MEH\nH0Sj0dC68oPZ8OHD2bVrFwBPPfVU1TFz5sxh0aJF5Ofn4+joeMvY06ZNo2HDhjd9TqPRsGzZMiZM\nmEBJSQlbtmypcQWoJiRZS5FNY0psg9CqHPQau+5+GrgJc1on6HZxLVQWBLgE8FDQQ0zsMJGPHv6I\nHx7/gdOTTpM1M4uM1zPYNnYbc3vOpX9wf9zUblzKvMTaM2t58tsneWDFA9i9Z4fvQl86rezEiG9H\nMPuP2ayJXMOJayf5bGk569bdW4+o+rhWxHWmfu23yi/jYgZfdlpOq7Tf6TcpGOnzZUp3qDqgsKyQ\n+Nx4Ovp0ZGb3mfQO7I2fs99dVYDMbQ2N6mJi4OTJPbz1ltKr7b7qs/Pnw4EDSovQ6tX/eNrUy7u+\nmXN5qAvxTZG531NTjt//nbkc2n+A/bZq+qcmEzVvNpPaN+azVo2I3/qj/pI0AxqNpup3tVr9j38X\nFBSg0+mYNWsWISEhuLi4EBgYiCRJZFRfyPEmfH1vP5Ri0KBBaLVaQkND6WLkCZMktDgXHsQncS5N\nz/ci5PxAPJMXY1WaUOPYZtkSJMsyERERPPnkk8ZOxSTZW9vTxL3JTWesuj5gsVxbTnJBMkl5SSTk\nJXAx4yLfR23lpagPKbBIpNe/w/k162H6OPch2C34tq1GgvmQdTKxf8Ry/LO/iP0jln5Wu2i74Al4\n8UVjp3ZftDotheWFFJQVcCHjArvjdrPn6h5OJp+ku393ZnabaewUa01BATzyCEybBs89V4NAzs6Q\nl6fUoiws4MgR5XdL8R4gCILh2XbvRuPiIhoDk+ITyJg5i/Ub17Nw+mQ2a7XGTs+krF+/np9++old\nu3bh7+9Pbm4urq6uVd38bjU04k5DJt544w2aN29OXFwcGzduZPTo0XrJd2X4XOxK83EuSscnJw7P\nvEQ88pOxqbjz2p8WOmVZHNvyeKwzVuOZ8TWJfu/WKB+z/KtWWFjIiy++yPjx41Gp7r4xyxCzoRhq\nhhVDx7WysMLf2R9/Z386y13YtAmW/gueHwsv/yuNg9d28lvsbyw4uICUghQauTSqGoMU4hZCY/fG\nNHFvQpBrkEHzNQemfu3h4eFkXs4kcuUxIlcdx74il3alfzJ0gC82094xy5kvGnzUgIKyAkq1pdh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8+dnUZqpyFs+k66cbGZeuxeXs/LmZfpt7YfY1qO4cDTB+6qAqT38nK939unn0JODvHxe8jL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\n+X9TTlLkrQBTowAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16eb4f1c400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# Create the figure and subplots\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=6, figsize=(14,9), sharey=True)\n",
    "fig.suptitle(\"Interpretation Plot\", fontsize=22)\n",
    "fig.subplots_adjust(top=0.75,wspace=0.1)\n",
    "\n",
    "#General setting for all axis\n",
    "for axes in ax:\n",
    "    axes.set_ylim (top_depth,bottom_depth)\n",
    "    axes.invert_yaxis()\n",
    "    axes.yaxis.grid(True)\n",
    "    axes.get_xaxis().set_visible(False)\n",
    "    for i in tops_depths:\n",
    "            if ((i>=top_depth) and (i<=bottom_depth)):\n",
    "                axes.axhline(y=i, linewidth=0.5, color='black')\n",
    "for (i,j) in zip(tops_depths,tops):\n",
    "    if ((i>=top_depth) and (i<=bottom_depth)):\n",
    "        ax[0].text(0.2, i ,j, horizontalalignment='center',verticalalignment='center')                \n",
    "    \n",
    "#1st track: GR, SP, CALI track\n",
    "ax01=ax[0].twiny()\n",
    "ax01.set_xlim(-100,10)\n",
    "ax01.plot(logs.SP, logs.DEPT, label='SP[mV]', color='blue')\n",
    "ax01.set_xlabel('SP[mV]',color='blue')    \n",
    "ax01.tick_params(axis='x', colors='blue')\n",
    "    \n",
    "ax02=ax[0].twiny()\n",
    "ax02.set_xlim(6,36)\n",
    "ax01.grid(True)\n",
    "ax02.plot(logs.CALI, logs.DEPT, '--', label='CALI[in]', color='black') \n",
    "ax02.spines['top'].set_position(('outward',40))\n",
    "ax02.set_xlabel('CALI[in]',color='black')    \n",
    "ax02.tick_params(axis='x', colors='black')\n",
    "    \n",
    "ax03=ax[0].twiny()\n",
    "ax03.set_xlim(0,150)\n",
    "ax03.plot(logs.GR, logs.DEPT, label='GR[api]', color='green') \n",
    "ax03.spines['top'].set_position(('outward',80))\n",
    "ax03.set_xlabel('GR[api]',color='green')    \n",
    "ax03.tick_params(axis='x', colors='green')\n",
    "\n",
    "#2nd track: Resistivities\n",
    "ax11=ax[1].twiny()\n",
    "ax11.set_xlim(0.1,100)\n",
    "ax11.set_xscale('log')\n",
    "ax11.grid(True)\n",
    "ax11.spines['top'].set_position(('outward',80))\n",
    "ax11.set_xlabel('ILD[m.ohm]', color='red')\n",
    "ax11.plot(logs.ILD, logs.DEPT, label='ILD[m.ohm]', color='red')\n",
    "ax11.tick_params(axis='x', colors='red')    \n",
    "\n",
    "ax12=ax[1].twiny()\n",
    "ax12.set_xlim(0.1,100)\n",
    "ax12.set_xscale('log')\n",
    "ax12.plot(logs.ILM, logs.DEPT, label='ILM[m.ohm]', color='purple') \n",
    "ax12.spines['top'].set_position(('outward',40))\n",
    "ax12.set_xlabel('ILM[m.ohm]', color='purple')    \n",
    "ax12.tick_params(axis='x', colors='purple')\n",
    "    \n",
    "ax13=ax[1].twiny()\n",
    "ax13.set_xlim(0.1,100)\n",
    "ax13.set_xscale('log')\n",
    "ax13.plot(logs.LL8, logs.DEPT, '--',label='LL8[m.ohm]', color='black') \n",
    "ax13.spines['top'].set_position(('outward',0))\n",
    "ax13.set_xlabel('LL8[m.ohm]',color='black')\n",
    "ax13.tick_params(axis='x', colors='black')\n",
    "\n",
    "#3rd track: DT, RHOB, NPHI track\n",
    "ax21=ax[2].twiny()\n",
    "ax21.grid(True)\n",
    "ax21.set_xlim(140,40)\n",
    "ax21.spines['top'].set_position(('outward',0))\n",
    "ax21.set_xlabel('DT[us/ft]')\n",
    "ax21.plot(logs.DT, logs.DEPT, label='DT[us/ft]', color='blue')\n",
    "ax21.set_xlabel('DT[us/ft]', color='blue')    \n",
    "ax21.tick_params(axis='x', colors='blue')\n",
    "    \n",
    "ax22=ax[2].twiny()\n",
    "ax22.set_xlim(-15,45)\n",
    "ax22.invert_xaxis()\n",
    "ax22.plot(logs.NPHI, logs.DEPT, label='NPHI[%]', color='green') \n",
    "ax22.spines['top'].set_position(('outward',40))\n",
    "ax22.set_xlabel('NPHI[%]', color='green')    \n",
    "ax22.tick_params(axis='x', colors='green')\n",
    "    \n",
    "ax23=ax[2].twiny()\n",
    "ax23.set_xlim(1.95,2.95)\n",
    "ax23.plot(logs.RHOB, logs.DEPT ,label='RHOB[g/cc]', color='red') \n",
    "ax23.spines['top'].set_position(('outward',80))\n",
    "ax23.set_xlabel('RHOB[g/cc]',color='red')\n",
    "ax23.tick_params(axis='x', colors='red')\n",
    " \n",
    "\n",
    "#4th track: SW\n",
    "ax31=ax[3].twiny()\n",
    "ax31.grid(True)\n",
    "ax31.set_xlim(1,0)\n",
    "ax31.plot(logs.SWa, logs.DEPT, label='SWa', color='black',linewidth=0.5)\n",
    "#ax31.plot(logs.SWs, logs.DEPT, label='SWs', color='green',linewidth=0.5)\n",
    "ax31.spines['top'].set_position(('outward',0))\n",
    "ax31.set_xlabel('SWa', color='black')    \n",
    "ax31.tick_params(axis='x', colors='black')\n",
    "    \n",
    "#5th track: PHIE, BVW\n",
    "ax41=ax[4].twiny()\n",
    "ax41.grid(True)\n",
    "ax41.set_xlim(1,0)\n",
    "ax41.plot(logs.PHIE, logs.DEPT, label='PHIE', color='black', linewidth=0.5)\n",
    "ax41.fill_betweenx(logs.DEPT,0,logs.BVW,color='lightblue')\n",
    "ax41.spines['top'].set_position(('outward',0))\n",
    "ax41.set_xlabel('PHIE', color='black')    \n",
    "ax41.tick_params(axis='x', colors='black')\n",
    "\n",
    "ax42=ax[4].twiny()\n",
    "ax42.set_xlim(1,0)\n",
    "ax42.plot(logs.BVW, logs.DEPT, label='BVW', color='black')\n",
    "ax42.fill_betweenx(logs.DEPT,logs.PHIE, logs.BVW,color='red')\n",
    "ax42.spines['top'].set_position(('outward',40))\n",
    "ax42.set_xlabel('BVW', color='black')    \n",
    "ax42.tick_params(axis='x', colors='black')\n",
    "\n",
    "#6th track: PHIE, MATRIX, VCL\n",
    "\n",
    "ax50=ax[5].twiny()\n",
    "ax50.set_xlim(1,0)\n",
    "ax50.spines['top'].set_position(('outward',0))\n",
    "ax50.plot(logs.PHIE, logs.DEPT, label='PHIE', color='black',linewidth=0.5)\n",
    "ax50.set_xlabel('PHIE]', color='blue')    \n",
    "ax50.tick_params(axis='x', colors='blue')\n",
    "\n",
    "ax51=ax[5].twiny()\n",
    "ax51.set_xlim(0,1)\n",
    "ax51.spines['top'].set_position(('outward',40))\n",
    "ax51.plot(logs.VCL, logs.DEPT, label='VCL', color='green',linewidth=0.5)\n",
    "ax51.set_xlabel('VCL', color='green')    \n",
    "ax51.tick_params(axis='x', colors='green')\n",
    "\n",
    "ax52=ax[5].twiny()\n",
    "ax52.set_xlim(1,0)\n",
    "ax52.spines['top'].set_position(('outward',0))\n",
    "ax52.fill_betweenx(logs.DEPT,0,logs.PHIE,color='lightgray',label='porosity')\n",
    "ax52.fill_betweenx(logs.DEPT,logs.PHIE,1-logs.VCL,color='orange',label='matrix')\n",
    "ax52.fill_betweenx(logs.DEPT,1-logs.VCL,1,color='lightgreen',label= 'Vclay')\n",
    "ax52.legend(loc='lower left')\n",
    "\n",
    "#plt.savefig ('interpretation_plot.png', dpi=200, format='png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Summary\n",
    "\n",
    "A small example of an average properties over an interval, can be done as follows: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ZONE:  3050 m - 3220 m\n",
      "Mean values:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "SWa     0.985143\n",
       "PHIE    0.078083\n",
       "VCL     0.438778\n",
       "BVW     0.074786\n",
       "dtype: float64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HrgeOG1ZeHdOeC5xRZt4EuQ1smc3h+1wK3A4cXfbvSpDbQJdblf/c3pO0q+TL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\nirekPYDPAO8A/g34kaRvRMQ/DyJeWRM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      "text/plain": [
       "<matplotlib.figure.Figure at 0x16eb4b8e048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_summary = 3050\n",
    "depth_summary = 3220\n",
    "\n",
    "logs.loc[top_summary:depth_summary,{'PHIE','SWa','BVW','VCL'}].hist(figsize=(8, 6),alpha=0.5)\n",
    "print ('ZONE: ', top_summary, 'm -', depth_summary, 'm')\n",
    "print ('Mean values:')\n",
    "logs.loc[top_summary:depth_summary,{'PHIE','SWa','BVW','VCL'}].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we can incorporate our calculated logs into the main pandas dataframe:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "curves_to_export={'PHIE','SWa','BVW','VCL'}\n",
    "for x in curves_to_export:\n",
    "    data[x] =logs[x]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You have the option to export the dataframe to a csv file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "logs.to_csv('W1 Well Logs.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "or you can export it to Excel:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pandas import ExcelWriter\n",
    "\n",
    "writer=ExcelWriter('W1 Well Logs.xlsx')\n",
    "logs.to_excel(writer, sheet_name='Logs', index=False)\n",
    "writer.save()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
